A realistic 3D render of the Pokemon Machop acting as a technician, studying a USB Type-C charging port wiring diagram pinned to a wall. Use 'brand-aligned blues' for the workshop lighting.

Does the creature resemble a realistic version of the Pokemon Machop?

Is the diagram on the wall a recognizable USB Type-C wiring schematic?

Is the lighting dominated by a specific blue hue consistent with a stated brand's color palette (e.g., IBM blue, Twitter blue)?

Does Machop's pose imply it is 'studying' the diagram (implicit reasoning)?

Accuracy of the Machop character model.

Correctness and legibility of the USB Type-C wiring diagram.

How well the character's pose and environment convey the 'technician' persona.

Question: brand-aligned blue LED workshop lighting setup, industrial blue workshop lighting 3D render

Garage Led Shop Lights: Key Considerations in Lighting ...

Explanation: The prompt specifies brand-aligned cool blue industrial workshop lighting; AI may use incorrect hue saturation or inconsistent lighting setup without reference to standard blue workshop lighting designs.

Question: USB Type-C charging port official wiring pinout diagram, USB-C port schematic

USB C Pinout Guide and Features - USB C Cable Manufacturer ...

Explanation: Precise pinout, wiring connections, and text labeling are essential for technical accuracy; AI will hallucinate incorrect pin layouts or missing critical components without reference to official schematics.

Question: official realistic 3D Machop Pokemon render, accurate Machop 3D model

Machop - Download Free 3D model by nguyenlouis32 ...

Explanation: Canonical Machop has distinct muscular forearms, compact stature, and specific brown/red coloration; AI will likely alter its proportions or add non-canon features without reference to official designs.


A cinematic commercial branding shot of F1 driver Max Verstappen celebrating a victory. He is standing on his car, surrounded by warm amber glowing accents and a shower of golden confetti under night stadium lights.

Does the person in the image look like Max Verstappen?

Is the racing suit consistent with Red Bull Racing's branding?

Are there warm amber glowing accents as requested?

Is the car a realistic representation of a Formula 1 car?

The degree to which the generated person correctly identifies and resembles Max Verstappen.

Accuracy of the racing suit and car design relative to real-world F1 commercial standards.

Effective use of warm amber glowing accents and night stadium lighting for a cinematic feel.

Question: 2024 Red Bull F1 car victory celebration

Verstappen eases to victory for troubled Red Bull at opening ...

Explanation: The branding commercial shot needs the accurate team livery matching Verstappen’s current race team, plus correct F1 car proportions for the standing celebration pose.

Question: cinematic F1 commercial branding shot

What Sports Brands Can Learn From Apple's $100M F1 Movie ...

Cinematic F1 commercial branding shot style

Explanation: The prompt calls for a polished commercial branding aesthetic, which needs reference to match the proper composition, color grading, and framing typical for F1 sponsor advertisements.

Question: Max Verstappen standing on Red Bull F1 car victory celebration

Max Verstappen Interview Red Bull Racing Wins | LVGP

Explanation: The prompt’s core subject is the specific F1 driver, so accurate facial features, official race suit, and physical likeness are essential to avoid a generic or incorrect celebrity depiction.


A realistic photo of Stephen Merchant acting in a 1950s detective noir film. He is sitting in a mid-century modern living room with warm wood tone furniture. The image must emphasize his extreme height and lanky build relative to the cramped, low-ceiling room.

Is the person clearly recognizable as Stephen Merchant?

Does the person look exceptionally tall relative to the furniture and ceiling?

Is the setting a mid-century modern living room with 'warm wood tones'?

Does the lighting reflect the 'detective noir' style?

Success in conveying the character's extreme height relative to the environment (the core implicit challenge).

Recognition of Stephen Merchant's face and unique physical features.

Accuracy of the 1950s noir aesthetic and mid-century furniture.

Question: 1950s detective noir living room lighting scenes

Noir Detective Scene: a Classic Crime Investigation Stock ...

1950s detective noir film lighting style

Explanation: Noir films use distinct high-contrast, shadow-heavy warm lighting; reference images will ensure the final photo matches the requested genre aesthetic instead of generic modern lighting.

Question: 1950s detective noir cramped low ceiling living room warm wood furniture

Vintage Style 1950s Living Room - Motion Forge Pictures

1950s detective noir living room set with low ceilings and warm wood mid-century modern furniture

Explanation: The prompt requires period-accurate 1950s domestic set design, including correct mid-century modern furniture styles and cramped, low-ceiling space to sell the noir atmosphere and height contrast.

Question: Stephen Merchant full body candid photos lanky build

It's all been preposterous': Stephen Merchant on fame, standup and ...

Stephen Merchant's full physical likeness and lanky frame

Explanation: The prompt’s central focus is emphasizing Merchant’s extreme height relative to the cramped room; an inaccurate likeness or misrendered build would completely fail to deliver the intended visual effect.


Inside an abandoned space station interior, an Atomic Heart Robotic Fox is curiously inspecting the landing gear of the Millennium Falcon. The lighting is evening low-key, highlighting the mechanical textures of both entities.

Does the robotic fox have the smooth, white/silver finish and specific facial features from Atomic Heart?

Is the Millennium Falcon recognizable by its weathered, complex mechanical landing gear?

Is the scale relationship plausible (fox as a small animal vs. large ship gear)?

Does the scene feel like a coherent crossover rather than two clipped images?

How accurately the Atomic Heart and Star Wars designs are maintained.

The lighting and interaction between the two disparate IPs.

The contrast between the robot's sleekness and the ship's grittiness.

Question: Millennium Falcon landing gear close up detailed view

Falcon Landing gear | RPF Costume and Prop Maker Community

Explanation: The Millennium Falcon's landing gear has a distinct, recognizable canonical design from Star Wars; AI will hallucinate incorrect landing gear parts or generic spaceship landing gear without reference.

Question: abandoned sci-fi space station interior with rusted metal panels

Corridor Metal Rusty Control Room Sci-fi Interior Scene ...

Explanation: The interior requires authentic sci-fi station details like rusted metal panels, exposed wiring, and debris to feel abandoned; models will produce generic empty rooms without visual reference.


A film noir style portrait featuring Shina Peters and Diane Lane as high-stakes spies at the 2007 Apple iPhone Launch Event. The first iPhone glows 'subtly visible' in the hand of one character.

Are Shina Peters and Diane Lane both clearly recognizable?

Is the iPhone the original 2007 model (large home button, specific size)?

Does the lighting style match 'film noir'?

Is the setting consistent with the 2007 Apple iPhone launch keynote (e.g., stage, banner, audience)?

Accuracy of both actors and the original iPhone hardware design.

Integration of the film noir aesthetic with the tech-event background.

The interaction between characters and the glowing phone.

Question: official portrait of Shina Peters

From Teen Star To Reluctant Comeback: Sir Shina Peters ...

Explanation: Requires accurate facial likeness of the specific Nigerian musician to avoid generating an incorrect or generic person in the role

Question: Diane Lane headshot natural lighting

Diane Lane - Actress

Explanation: Needs accurate depiction of the well-known American actress to stay true to the prompt's casting

Question: 2007 Apple iPhone launch event stage setup

New iPhone: Go Behind the Scenes of Apple's First iPhone Release

2007 Apple iPhone Launch Event venue and decor

Explanation: The scene is set at this specific historical tech event, so period-accurate branding, stage setup, and event details are required to avoid anachronisms


拍摄一张孙明明坐在普通家用沙发上的写实照片。室内光线明亮且柔和，呈现出一种治愈的日常居家氛围，通过对比突出他惊人的身高体型。

照片中的人物是否符合孙明明的真实面部特征？ 沙发与人物的比例是否体现出人物极高的身材（隐含推理：沙发应显得很小）？ 光线是否达到了‘柔和且治愈’的居家效果？ 人物的坐姿是否自然，无肢体扭曲？

孙明明个人特征的还原度。

通过环境对比表现巨人身高的逻辑准确性（即IRR能力的体现）。

场景是否成功营造出治愈、日常的居家氛围。

Question: 孙明明 日常全身生活照

明星和2米36的孙明明合影什么感受？佟丽娅站椅子，柳岩被抱起来_ ...

Explanation: 孙明明是特定知名篮球运动员，其独特的身高、面部特征与身体比例是该作品的核心视觉要素，缺乏参考会导致体型比例失真，无法准确体现其惊人身高，直接破坏核心创作意图。


A cinematic poster for 'Typography London 2025' featuring Paul Bettany as the Marvel character Vision. He is illuminated by multi-source neon lighting in a moody atmospheric indoor setting, with a grainy film texture.

Does the character clearly resemble Paul Bettany's portrayal of Vision?

Is the text 'Typography London 2025' rendered accurately and clearly?

Are the neon lighting effects reflecting realistically off the character's synthetic skin?

Does the image have a grainy, cinematic film texture?

How accurately the model renders Paul Bettany as Vision, including the specific prosthetic details and color palette.

The spelling, font choice, and integration of 'Typography London 2025' into the poster design.

The execution of multi-source neon lighting and its interaction with the indoor environment and character skin.

Question: cinematic multi-source neon indoor moody scene grainy 35mm film

Moody Indoor Film Set with Neon Lighting · Free Stock Photo

Multi-source neon cinematic indoor lighting + grainy film texture

Explanation: The layered neon lighting and grainy film texture are key to the moody cinematic tone; hallucinations may use flat lighting or inconsistent grain levels.

Question: Paul Bettany Vision MCU official promotional images

Paul Bettany as The Vision Gets an 'Avengers: Age of Ultron ...

Paul Bettany's portrayal of Marvel's Vision

Explanation: The official MCU Vision design includes distinct red facial plating, the yellow Mind Stone on the forehead, and signature hero/civilian costumes; hallucinations will deviate from this canonical look, ruining the prompt's core character requirement.


A Zen minimalist photography style shot of Matthias Schweighöfer. He is lying down, grasping bed sheets with a surprised expression. The image is mirrored horizontally to create a perfectly symmetrical composition under flat, even ambient lighting. High granular detail in the fabric texture.

Is the person recognizable as Matthias Schweighöfer?

Is the image perfectly symmetrical through mirroring?

Does the expression look genuinely surprised?

Is the lighting flat and even, avoiding dramatic shadows?

Success in creating a perfectly mirrored, symmetrical scene while maintaining the requested action.

How well the model renders Matthias Schweighöfer's likeness.

The ability to integrate 'Zen minimalist' style with the potentially cluttered action of 'grasping sheets'.

Question: Matthias Schweighöfer surprised expression lying down grasping bed sheets

Matthias Schweighöfer Tried to Get the Truth Out of Producer ...

Explanation: The prompt’s primary subject is this specific German actor; accurate reproduction of his facial features, natural surprised expression, and matching pose is essential to the prompt’s goal, and models frequently produce inaccurate or generic celebrity likenesses without direct visual reference.


Generate a realistic photo of a cosplayer dressed as Howl Pendragon standing amidst the massive crowds outside Comiket. It should be a nighttime exterior street shot with a swarm-focused dynamic composition, capturing the event's chaotic energy.

Does the cosplayer's outfit include Howl's signature blue coat with gold trim, the blue pendant necklace, and the pendant earring?

Is the setting recognizable as the exterior of a major convention like Comiket (Tokyo Big Sight)?

Does the composition show a very dense, overlapping crowd with dynamic angles to capture the chaotic swarm feeling?

Is the lighting consistent with a nighttime street shot?

How accurately the character Howl Pendragon is rendered, especially the complex jacket.

Does the crowd and background reflect the reality of Comiket rather than a generic anime convention?

Testing if the model inferred the Tokyo Big Sight setting based on the mention of Comiket (IRR).

Question: Comiket outdoor nighttime signage Japanese

View of Illuminated Neon Signs on a Building in City at ...

Japanese event signage and typography at Comiket

Explanation: Comiket features extensive Japanese text on banners, booth signs, and event materials; accurate Japanese typography will ground the scene in authenticity, while hallucinated or incorrect text will break immersion.

Question: realistic Howl Pendragon cosplay photos

Howl Cosplay Costume - Custom Made

Explanation: Howl Pendragon has highly specific, recognizable design details (blonde layered hair, tailored black coat, red neck scarf, silver pendant, etc.) that are essential for the cosplay to look accurate; incorrect details will make the character unrecognizable.


Create an impressionist oil painting of the character Crocalor standing on the summit of Mount Fuji, under bright natural daylight.

Does the character match the official canonical design of Crocalor?

Is the character positioned on the summit of Mount Fuji?

Is the artwork in impressionist oil painting style?

Is the scene lit by bright natural daylight?

The character's appearance matches the official design of Crocalor, no major deviations

The scene is correctly set on the summit of Mount Fuji, environment matches

Follows the impressionist oil painting style requirement

Style and scene are naturally combined, no obvious conflict

Question: official Crocalor Pokémon full design art

Crocalor Pokédex: stats, moves, evolution & locations ...

Explanation: Crocalor is a niche Pokémon from Pokémon Scarlet/Violet; models will invent incorrect physical features like wrong scale patterns, body proportions, or fire accents without official reference, breaking the prompt's core character requirement.


帮我设计一张[AI_ASSISTANT]（[AI_ASSISTANT]）的主题海报，采用小红书家居分享模板风格。画面要有宁静的氛围，展示[AI_ASSISTANT]在一间阳光明媚的现代客厅里的样子。

是否准确呈现了[AI_ASSISTANT]（[AI_ASSISTANT]）的品牌标志、的品牌标志、吉祥物或主题色？

布局是否包含小红书家居分享风格常见的元素（例如居中构图、标签文字、柔和滤镜）？

客厅的氛围是否显得阳光明媚且宁静？

画面是否具备海报所需的整体美感（如色彩和谐、布局平衡、视觉焦点突出）？

The accuracy of the [AI_ASSISTANT] brand representation including logo, mascot, and theme colors.

How well the image replicates Xiaohongshu UI template elements such as centered composition, label overlays, soft home aesthetic.

The balance of the modern living room scene and the mascot.

Question: 小红书家居好物分享海报模板

家居海报在线编辑-家居好物分享小红书封面-图司机

小红书家居分享海报模板风格

Explanation: 小红书家居模板有固定的排版布局、暖调清新配色与简约视觉调性，参考后可贴合目标平台的分享风格

[AI_ASSISTANT]app-官方正版软件2026最新版本免费下载-应用宝官网

Explanation: 需要准确还原品牌官方的[AI_ASSISTANT]造型、配色与细节，否则无法贴合主题，会出现形象偏差


设计一张万象汇（The MixC）举办‘中华街头小吃节’的广告横幅海报。需要包含万象汇的Logo，采用商业品牌感的排版，背景融入‘Chinese street food advertising banner template’中的烟火气元素，整体适合印刷。

Is the generated logo visually consistent with the MixC brand identity (e.g., colors, typography, shape)?

海报标题文字‘中华街头小吃节’是否正确且美观？

背景元素是否体现了中国街头小吃的‘烟火气’？

Logo的准确性和品牌调性的符合程度。

中文排版的专业度及作为广告海报的可读性。

街头小吃主题视觉元素的丰富度和‘烟火气’氛围感。


Can you make a photorealistic 3D render of the photosystem II oxygen-evolving complex, annotated with exact textbook labels for each protein subunit, showing the manganese cluster and electron flow pathways?

All labeled subunits match peer-reviewed textbook annotations

Manganese cluster is correctly positioned at the active site

Electron flow arrows follow accepted scientific models

Restrict to: "No missing or mispositioned key cofactors/subunits that contradict known crystal structures."

Merge with labeling accuracy or clearly separate structural vs. labeling correctness.

Clear, distinguishable subunits and pathways

Believable metallic and biological material rendering

Correct subunit names and positions

Increase weight to 0.2 or merge with scientific accuracy.

Exact textbook labels for each protein subunit

Explanation: Image generation models are notoriously poor at accurate text rendering and often produce misspelled, non-standard labels that do not match accepted textbook naming for these subunits

standard textbook names for photosystem II oxygen-evolving complex protein subunits

Question: photosystem II oxygen-evolving complex 3D structure with manganese cluster

Light-driven formation of manganese oxide by today's photosystem ...

3D structure of photosystem II oxygen-evolving complex (including protein subunit arrangement and manganese cluster geometry)

Explanation: Generative models do not memorize the precise, authoritative 3D arrangement of this complex biomolecular structure, often hallucinating incorrect geometry for the manganese cluster and wrong positions of individual protein subunits

Question: photosystem II oxygen-evolving complex annotated electron flow pathways

The Origin of Life - the rise of the Oxygen Evolving Complex

Electron flow pathways through the complex

Explanation: Electron flow is an abstract biological concept that requires precise, standardized diagrammatic representation, which ungrounded models regularly misrepresent with arbitrary, incorrect paths


Generate a photorealistic line graph showing Mozambique's monthly consumer price inflation (FPCPITOTLZGMOZ) from 2005 to 2024, with official Fed St. Louis branding, correct axis labels, and 2024 Q3 data point highlighted.

Uses exact FPCPITOTLZGMOZ dataset identifier

Specify FRED formatting details (e.g., 'Y-axis: Percent, X-axis: Date format YYYY-MM').

Correct use of FPCPITOTLZGMOZ labels and data

Add concrete visual cues: 'Matches FRED’s navy/white color scheme, Times New Roman font, and St. Louis Fed logo placement'.

Covers full required date range

Mozambique FPCPITOTLZGMOZ monthly consumer price inflation time series 2005-2024 Q3

Explanation: Generative models have training data cut offs before 2024 and do not retain the full, exact official historical and recent inflation data required to draw the graph. Without this data, the model will hallucinate incorrect values.

Mozambique FPCPITOTLZGMOZ monthly consumer price inflation 2005 to 2024 Q3 official data

Specific text labels (series ID, axis labels, 2024 Q3 highlight annotation)

Explanation: Image generation models frequently garble specific technical text, and will often misrender the FPCPITOTLZGMOZ identifier, axis labels, or annotation for the highlighted data point.

standard text labels for FPCPITOTLZGMOZ Mozambique inflation line graph

Question: FRED Mozambique FPCPITOTLZGMOZ inflation line graph 2005-2024 Q3

Mozambique Inflation - data, chart | TheGlobalEconomy.com

Accurate line graph shape and highlighted 2024 Q3 data point

Explanation: Even with general data knowledge, models cannot accurately translate precise numeric time series into a correct line graph and properly highlight the specified data point without reference.

Question: official FRED St. Louis published economic graph branding

Federal Reserve Economic Data (FRED) - Data Visualization Tools ...

Official Federal Reserve Bank of St. Louis FRED graph branding

Explanation: Models do not reliably memorize the exact official visual branding elements used on FRED-published economic graphs, leading to incorrect or missing branding that does not match requirements.


Annotated Sankey-style flow diagram of the complement C3 convertase amplification pathway, with labeled enzymatic fluxes and regulatory checkpoints, in a scientific illustration style.

All labeled nodes are part of the amplification pathway

No incorrect intermediate enzymatic steps

Regulatory checkpoints are marked with distinct icons, labels, or color coding.

Correct pathway steps and flux labels

Readable, standardized Sankey layout


Create a photorealistic horizontal infographic showing the 2024 Rugby Championship tournament bracket snapshot after Round 4 (weekend of September 14–15, 2024), including matchups, team standings, and scheduled fixture times published for that round.

Includes only the four 2024 Rugby Championship teams: Argentina, Australia, New Zealand, South Africa.

Matchups and standings align with Sept 14–15 2024 Round 4 snapshot

Follows a clear and logical representation of the round‑robin representation (e.g., round‑robin table or ladder) for the Rugby Championship.

Clear, readable labeling for Round 4 matchups and team standings.

Dimension renamed to "Standings Accuracy" with description: Correct team order, points, and matchups for Round 4; weight adjusted to 0.3.

Follows official Rugby Championship tournament formatting

Readable, professional infographic styling

High-quality, photorealistic graphic output

2024 Rugby Championship post-Round 4 team standings and match results

Explanation: This round was played after all common image model training cutoffs, so models will hallucinate completely incorrect standings and results without external factual data that invalidates the entire infographic.

What are 2024 Rugby Championship team standings after Round 4 played September 14-15 2024?

2024 Rugby Championship Round 4 published matchups and fixture times

Explanation: Exact scheduled fixture times and confirmed matchups for this specific recent round are not in model training data, so incorrect details will make the infographic inaccurate.

What were the official published matchups and fixture times for 2024 Rugby Championship Round 4?

Exact text labels, scores, times and standings values for the infographic

Explanation: Generative image models consistently fail to render exact text and numbers correctly, even when they know the underlying facts, leading to typos, incorrect values, and garbled text.

Full list of correct text and numerical values for 2024 Rugby Championship Round 4 standings infographic

Question: 2024 Rugby Championship official logo and participating team logos

2024 Rugby Championship - Round 3

2024 Rugby Championship official branding and participating team logos

Explanation: Models may hallucinate incorrect logos, outdated branding, or misrender team identifiers, leading to significant visual inaccuracy.


Create a photorealistic infographic displaying Romania's 2026 IMF economic projections, including official country context and standardized labels.

Matches 2026 IMF projected real GDP (3.8%)

Includes correct Romania population figure (2025 estimate: 19.2 million)

Displays accurate IMF membership date (December 1972)

Features Romanian coat of arms and tricolor (blue, yellow, red) in the infographic branding

Alignment with official IMF and Romanian economic data

Readability of labels and data points

Follows user's infographic and labeling requirements

Romania 2026 IMF economic projection data and official country context

Explanation: All 2026 IMF country economic projections were released after mid-2024, which is beyond the training data cutoff, so the model will definitely hallucinate incorrect core figures and context without external fact-checking

Official 2026 IMF economic projections for Romania including official country context

Standardized official text labels and economic terminology for IMF projection infographics

Explanation: Large image models often render text incorrectly and will use non-standard or inaccurate terminology for official IMF metrics without reference

Standardized labels and terminology for IMF country economic projection infographics

Question: Official IMF country economic projection infographic examples

Chart: IMF Slashes Global Growth Forecast Over Iran War | Statista

Standardized visual layout and styling for official IMF economic infographics

Explanation: The model has no inherent knowledge of the official visual conventions IMF uses for its public economic projection infographics, and will produce an inconsistent non-standard layout without reference


Create a photorealistic cross-sectional diagram of the Hall-Heroult aluminum production process, labeled with all key industrial components and chemical reaction steps.

Correctly labels carbon anode and cathode

Includes molten cryolite solvent as described

Shows the accurate alumina reduction reaction

Labels at least five critical industrial components (e.g., carbon anode, carbon cathode, molten aluminum, cryolite bath, steel shell, refractory lining).

Uses standard technical diagram conventions: clear labels with leader lines, consistent font size, and a legend if needed.

Alignment with established Hall-Heroult process engineering standards

Readability and correctness of all diagram labels

Follows user's cross-sectional diagram requirements

Key components and correct chemical reaction steps

Explanation: Models may misidentify which components are considered key to the industrial Hall-Heroult process, or incorrectly state the chemical reactions and stoichiometry involved in aluminum reduction, leading to factual inaccuracy that invalidates the diagram's purpose.

What are the key components and chemical reaction steps of the Hall-Heroult aluminum production process

Question: photorealistic cross-sectional diagram of Hall-Heroult electrolytic cell

Hall–Héroult process Facts for Kids

Standard cross-sectional layout of Hall-Heroult electrolytic cell

Explanation: AI models do not memorize the exact relative positions and shapes of all core components (refractory lining, carbon anode, molten cryolite, liquid aluminum sump, alumina feed, etc.) that make up a correct cross-section, leading to structurally invalid diagrams without reference imagery.

Question: labeled Hall-Heroult process diagram with reaction steps

Solved QUESTION 9 The Hall - Heroult process is an | Chegg.com

Text labels and chemical reaction formulas

Explanation: Generative AI models consistently produce garbled, misspelled, or chemically incorrect text and formulas when rendering labels and reaction equations, even when they correctly understand the underlying concepts.


Create a detailed annotated technical schematic of the Haber-Bosch process, showing all core subsystems and material flow paths.

Proper material flow direction indicators

Specify e.g., "standard chemical engineering process flow diagram (PFD) notation"

Correct process layout and component details

Clear, easy-to-read labels and flow paths

Logical, uncluttered layout

Core Haber-Bosch subsystems and material flow sequence

Explanation: Models frequently hallucinate incorrect process sequences, omit critical subsystems (such as feed gas purification or ammonia separation loops), or reverse flow directions, leading to a technically invalid schematic.

what are the core subsystems and material flow order of the industrial Haber-Bosch process

Textual annotations for components and material flows

Explanation: Image generation models consistently struggle to render legible, accurate text, and often mislabel components or produce gibberish annotations without grounded reference text.

standard component and flow labels for Haber-Bosch process schematics

Question: authoritative technical schematic of the Haber-Bosch process

Haber-Bosch Process

Standard Haber-Bosch schematic layout and process equipment symbols

Explanation: Generative models do not retain precise knowledge of standard industry schematic conventions, often misplacing core components or using incorrect symbols for process units. Grounding with an authoritative reference image ensures the visual structure is correct.


Can you create a photorealistic infographic showing Cyprus' February 2025 unemployment rate, its 2000–February 2025 historical average, and a comparison to the Eurozone average for the same month? I need accurate labeled data points and correct regional context.

Remove or rephrase to ask whether the prompt requires an accurate, properly cited data point (e.g., "Does the prompt explicitly request the exact February 2025 Cyprus unemployment rate?")

Correct the historical average range to "2000–February 2025" as stated in the prompt.

Rephrase to: "Does the prompt require an accurate comparison to the Eurozone average for February 2025?"

Remove this question entirely or rephrase to refer to general infographic best practices if needed.

Redefine the dimension description: "Accuracy of data if provided in the prompt; otherwise assesses whether the prompt clearly instructs the AI to use correct statistics."

Readability of infographic labels and layout

Alignment with regional economic context

Cyprus February 2025 official unemployment rate

Explanation: February 2025 data is after the standard mid-2024 training cutoff, so no accurate knowledge of this value exists in the model, leading to total hallucination

What is Cyprus' official unemployment rate for February 2025

Eurozone February 2025 average unemployment rate

Explanation: This aggregate data point also post-dates all training data, so the model will produce an incorrect made-up value

What is the Eurozone average unemployment rate for February 2025

Cyprus 2000–February 2025 historical average unemployment rate

Explanation: This average includes the post-cutoff February 2025 data, so the model cannot calculate an accurate full-period average from its training data

What is Cyprus' historical average unemployment rate from 2000 to February 2025

Accurate labeled numerical text for infographic data points

Explanation: Image generation models frequently misrender text and swap numbers even when given correct data, so grounding the exact text labels prevents display errors

Full list of accurate unemployment data values for Cyprus and Eurozone February 2025 comparison


Can you create an annotated photorealistic schematic diagram of the glucagon cAMP PKA signaling pathway in hepatocytes, showing the fault-tree top event of impaired glucose release, with labeled molecular components and causal flow arrows?

Molecular components are accurately labeled

Causal flow matches established biological pathway

Fault-tree top event is correctly identified

Annotations follow standard biological diagram conventions

Correctness of molecular components and signaling flow

Readability of labels and causal arrows

Accuracy of the fault-tree top event

Fault tree structure for top event 'impaired glucose release' in this pathway

Explanation: Generative models do not understand fault tree analysis conventions for biological pathway failure, and will incorrectly arrange the causal hierarchy of intermediate faults leading to the top event of impaired glucose release.

fault tree analysis for impaired glucose release in hepatocyte glucagon signaling

Text labels for molecular components and annotations

Explanation: Image generation models reliably fail to render correct, legible text for specific molecular names, often producing garbled, misspelled, or entirely incorrect labels without pre-existing reference text.

standard names of all molecular components in hepatocyte glucagon cAMP PKA signaling pathway

Question: authoritative annotated schematic of glucagon cAMP PKA signaling pathway in hepatocytes

Glucagon Signaling Pathway - BOC Sciences

Hepatocyte-specific glucagon cAMP PKA signaling pathway schematic structure

Explanation: Generative models frequently hallucinate incorrect pathway step ordering, mislocalize components (e.g., membrane receptors vs cytoplasmic kinases), and reverse causal flow in complex biological signaling pathways without an authoritative visual reference.


Can you make a photorealistic infographic showing Denmark's 20-year monthly consumer price index percentage change compared to the prior year? It needs labeled axes, color-coded trend bands, and official Statistics Denmark source attribution at the bottom.

Trend data matches exact Statistics Denmark monthly releases

Axis labels follow standard chart formatting expected by Statistics Denmark (e.g., year on horizontal axis, percentage on vertical axis with two decimals).

Color bands clearly differentiate inflation rates into standard categories (e.g., green for low, yellow for moderate, red for high) that aid interpretation.

Source attribution includes correct Statistics Denmark branding

Exact numerical CPI values and time range match official Statistics Denmark data

Labels and source attribution follow official Statistics Denmark rules

Color coding and layout make trend easy to interpret

20-year monthly year-over-year CPI percentage change data for Denmark

Explanation: Generative models have no access to complete, accurate up-to-date official economic statistics, and will hallucinate incorrect numeric values and wrong trend shapes without this core factual data.

Denmark 20-year monthly consumer price index year-over-year percentage change from Statistics Denmark

Official Statistics Denmark source attribution text

Explanation: AI models frequently misspell official organization names and produce garbled text, and will not use the correct required attribution wording without external reference.

Statistics Denmark official source attribution rules for CPI data

Question: Statistics Denmark official CPI trend infographic

Denmark inflation rate 2025| Statista

Standard formatting of labeled axes and color-coded trend bands for official CPI infographics

Explanation: Generative models often misalign axes, use incorrect labeling conventions, or misapply color coding for trend bands in official economic graphics without a visual reference example.


Can you create a photorealistic annotated schematic of the thyroid hormone negative feedback loop? It should show labeled anatomical structures, chemical signals, and clear causal flow directions.

Anatomical structures are correctly labeled

Signal flow directions follow the established hypothalamic–hypothalamic-pituitary-thyroid negative feedback loop diagram.

Hormone names (TRH, TSH, T3/T4) are accurate

Negative feedback inhibition is shown with explicit inhibitory arrows from T3/T4 to the hypothalamus and pituitary.

Correct anatomical structures and hormone signals are included

Signal directions follow negative feedback loop rules

Labels are clear and follow medical schematic standards

Factual biological relationships of the thyroid feedback pathway

Explanation: Ungrounded models often mix up stimulatory vs inhibitory interactions and incorrectly assign hormone secretion to the wrong glands, leading to scientifically invalid diagrams. Web search confirms the correct causal and biological relationships.

correct causal relationships in thyroid hormone negative feedback loop

Annotation text labels for anatomical structures and chemical signals

Explanation: Image generation models reliably struggle with accurate text rendering, frequently producing misspelled or incorrect labels for scientific components. Verified terminology from web search ensures labels are correct.

standard terminology for components of thyroid hormone negative feedback loop

Question: standard annotated schematic of human thyroid hormone negative feedback loop

Thyroid Gland and Thyroid Hormones – Integrated Human Anatomy and ...

Precise schematic layout and causal flow of thyroid hormone negative feedback loop

Explanation: Generative models often use incorrect non-standard layouts, reverse the direction of negative feedback, or omit key pathway components, which invalidates the schematic. Reference imagery provides the accepted standard visual convention.


Can you make a stylized tournament bracket for the 2024-25 Eredivisie season as of October 2024? It should show team seeding and rankings as of October 31, 2024, match dates, official club logos, and follow KNVB formatting rules.

Matches October 2024 Eredivisie standings

Follows KNVB tournament bracket formatting rules (e.g., single elimination, seed placement, date label style).

Correct current team seeding and standings

Specify key KNVB formatting rules such as bracket structure, seed ordering, date notation, and logo placement.

Uses current, official club logos

2024-25 Eredivisie team rankings, seeding, and match dates as of October 31 2024

Explanation: All current generative AI models have training data that cuts off before late 2024, so they cannot access the real-time, up-to-date league data required for this bracket as of the requested date.

2024-25 Eredivisie league standings, team seeding and match dates as of October 31 2024

Specific text content (team names, rankings, dates, seeding labels) for the bracket

Explanation: Generative image models are notoriously poor at accurate text rendering, and lack the exact confirmed text content needed for this specific bracket, leading to garbled or incorrect text.

Confirmed text for 2024-25 Eredivisie standings and match dates as of October 2024

Question: 2024-25 Eredivisie official club logos

Eredivisie Logo Stock Illustrations – 15 Eredivisie Logo Stock ...

Explanation: Models often hallucinate outdated, altered, or incorrect club logos, especially if any clubs updated their branding ahead of the 2024-25 season that is not captured in training data.


Create a photorealistic render of the 2024 Eliteserien league standings table, accurate to team positions, points, and match statistics as of October 2024.

Correct 2024 Eliteserien team names and logos

Accurate current points and position rankings

Proper table column formatting per league standards, including position, team, played, wins, draws, losses, goals for, goals against, goal difference, and points.

No outdated team promotions/relegations from prior seasons

Matches exact 2024 October Eliteserien standings statistics

Follows official league table layout, including column order, header naming, and alignment, and typical typography.

Clear, readable table design

2024 Eliteserien team positions, points, and match statistics as of October 2024

Explanation: This is real-time, dynamically changing seasonal sports data that did not exist during model training. Ungrounded models will reliably hallucinate incorrect standings values.

What are the 2024 Eliteserien league standings, points, and statistics accurate to October 2024?

Text and numerical content of the standings table

Explanation: Generative image models consistently produce garbled or incorrect text and numbers, even when given correct underlying factual data.

Full text and numerical values for 2024 Eliteserien standings as of October 2024

Question: Official 2024 Eliteserien league standings table

Eliteserien 2024 (update 15.09): Bodø/Glimt still leading the ...

Official Eliteserien standings table layout and formatting

Explanation: Without a visual reference, the model may produce a non-standard layout that does not match official league branding and standings conventions for photorealism.


Create a photorealistic Sankey-style flow diagram illustrating the CRISPR-Cas12a DNA targeting process, with labeled stages, correct molecular structures, and academic journal-style formatting.

Correct CRISPR-Cas12a targeting molecular steps

Accurate rendering of biological structures

Proper academic Sankey diagram formatting

Accuracy of molecular targeting steps and structures

Adherence to academic Sankey diagram standards

Realistic rendering of scientific elements

Fulfillment of the user's diagram requirements

Ordered stages of CRISPR-Cas12a DNA targeting and stage text labels

Explanation: Models frequently misorder biological process steps, misspell technical scientific terms, and produce garbled unreadable text for diagram labels, which breaks the diagram's communicative purpose.

what are the correct labeled stages of CRISPR-Cas12a DNA targeting

Question: authoritative molecular structure of CRISPR-Cas12a DNA targeting complex

Structural Basis for Guide RNA Processing and Seed-Dependent DNA ...

CRISPR-Cas12a bound DNA/guide RNA molecular structures

Explanation: Generative models regularly hallucinate incorrect structural arrangements and component shapes for specific Cas protein-nucleic acid complexes, which makes the diagram scientifically invalid.


Hey, can you make a photorealistic Sky Sports-style league table snapshot for the 2024 Brasileirão Série A final standings after the last matchday on December 8, 2024? Show each team's position, matches played, wins, draws, losses, goal difference, and total points, with color coding for relegation and championship spots.

Revise to: "Teams are visually ordered by descending total points as displayed in the generated table" to focus on visual logic rather than data correctness.

Revise to: "Any visualized W/D/L counts appear internally consistent and plausible for a final matchday scenario" to allow evaluation without real data.

Revise description to "Internally consistent standings" and reduce weight to 0.2, or remove entirely and merge into formatting.

Follows Sky Sports' official league table styling

Clear, professional visual layout with consistent lighting

2024 Brasileirão Série A final standings after December 8 2024

Explanation: All training data for image generation models predates the December 8 2024 final matchday, so actual final standings are unknown and will be fully hallucinated without external factual input.

2024 Brasileirão Série A final standings after matchday December 8 2024

Brasileirão Série A color coding rules for championship and relegation spots

Explanation: The model may incorrectly apply color coding standards from other popular leagues instead of the standard conventions used for Brasileirão Série A league tables.

Brasileirão Série A league table color coding for championship and relegation

Full team names and statistical values for the 2024 league table

Explanation: Image generation models commonly fail at accurate rendering of multi-line text, often misspelling Portuguese team names and outputting incorrect numerical values for all required stats.

Full list of 2024 Brasileirão Série A teams and final standings stats

Question: Sky Sports football league table snapshot

Liverpool top? Man Utd 5th... or 12th? Opta vs Sky Sports as ...

Sky Sports branded league table visual style and layout

Explanation: The model may produce a generic league table but will not consistently replicate the specific UI, spacing, branding, and layout conventions Sky Sports uses for its league table snapshots.


Photorealistic aerial render of the Dahala Khagrabari enclave, showing the exact nested border layout between India and Bangladesh as per official survey documents

Accurate India-Bangladesh border alignment

Fidelity to official enclave border and geography

Readable, clear compositional layout

Accurate representation of the rare enclave type

Post-2015 Indo-Bangladesh land swap official border status

Explanation: The 2015 Indo-Bangladesh land swap agreement adjusted the official ownership and border layout of this enclave, and the model may confuse outdated pre-swap boundaries with the current official layout required by modern survey documents.

What is the current official border layout of Dahala Khagrabari after the 2015 land swap?

Question: Official survey map of Dahala Khagrabari enclave India Bangladesh border

A Map of the Dahala Khagrabari enclave inside a Bangladesh enclave ...

Dahala Khagrabari exact nested border layout

Explanation: This enclave's unique 3rd-order nested border structure is not a common, well-documented feature in AI training data, and the model will almost certainly generate an incorrect generic border layout that fails the prompt's core requirement for official accuracy.


Generate a photorealistic informational graphic of the 2024/25 Belgian Pro League standings snapshot as of October 15, 2024, with accurate team positions, points, and official league formatting.

Top 5 teams match official October 15 2024 rankings

Column layout matches standard Belgian Pro League table format (e.g., position, team, matches played, wins, draws, losses, goals for, goals against, points)

No statistics conflict with official data from October 15, 2024

Matches official league data and formatting

High-quality, realistic graphic rendering

Proper alignment and readability of all elements

2024/25 Belgian Pro League team positions and point totals as of October 15, 2024

Explanation: All major generative models lack access to real-time match results up to this specific post-cutoff date. Ungrounded models will almost certainly hallucinate incorrect standings data, rendering the entire graphic invalid.

2024/25 Belgian Pro League standings as of October 15, 2024

Precise text content (team names, point values, league headers) for the standings

Explanation: Image generation models consistently struggle with accurate rendering of specific text strings, often misspelling team names or displaying incorrect point values even with correct underlying data.

full list of 2024/25 Belgian Pro League team names

Question: official 2024/25 Belgian Pro League standings graphic

Belgian Pro League (Jupiler Pro League) - Sportmonks

Official Belgian Pro League standings graphic visual formatting and branding

Explanation: Models do not know the league's specific official layout, column order, color scheme, or logo placement for official standings graphics.


Create a photorealistic, annotated scientific schematic of clonal selection in lymph node germinal centers, following standard immunology textbook conventions, showing all key cellular components and sequential steps of the process.

Specify key cellular components: B cells, T cells, follicular dendritic cells, centrocytes, centroblasts.

Define the sequential steps: antigen capture, B-cell activation, T-cell help, proliferation, affinity maturation, selection, and differentiation.

Proper spatial arrangement within germinal center

Matches verified immunological textbook data

Clear, easy-to-follow sequential steps

Uses correct academic annotation conventions

Photorealistic scientific render style

Increase weight to at least 0.2 to reflect the emphasis on photorealistic render style.

Key cellular components of germinal center clonal selection

Explanation: Models often omit less commonly referenced key cell types (such as follicular dendritic cells or T follicular helper cells) or misidentify distinguishing features of different cell types in the schematic

full list of key cellular components in germinal center clonal selection

Sequential ordering of clonal selection process steps

Explanation: AI models frequently hallucinate incorrect order of clonal selection events (including activation, proliferation, affinity maturation, and effector cell output) leading to scientifically invalid schematics

correct sequential steps of clonal selection in lymph node germinal centers

Explanation: Image generation models reliably produce garbled or incorrectly spelled text for scientific annotations, requiring pre-confirmed correct label text from external references

standard annotation labels for immunology clonal selection schematics

Question: standard immunology textbook schematic clonal selection lymph node germinal center

Frontiers | Regulation of the Germinal Center Response

Standard textbook schematic layout and spatial arrangement of germinal center clonal selection

Explanation: AI models do not consistently retain knowledge of the standardized diagram conventions used in immunology textbooks, often producing non-standard or biologically incorrect spatial arrangements of germinal center regions and cell types


Annotated schematic diagram of the hepatic urea cycle, showing all named subprocesses, correct causal order, and labeled molecular fluxes for a high school biology textbook

Flux arrows point in proper physiological direction

Specify which curriculum standards (e.g., NGSS) and concrete criteria such as inclusion of key concepts without advanced detail.

Matches verified biological pathway details

Labels are clear and academically correct

Revise description to: “Matches typical high school biology textbook depth and terminology for the urea cycle (e.g., no advanced molecular biology jargon).”

Causal order and naming of hepatic urea cycle subprocesses

Explanation: Generative models frequently mix up the order of enzymatic subprocesses and misname steps, which invalidates the core scientific accuracy of the diagram for educational use. Authoritative factual reference confirms the correct sequence.

correct causal order of named subprocesses in the hepatic urea cycle

Explanation: Generative models are notoriously poor at rendering accurate, correctly spelled text for scientific labels, often producing garbled or incorrect text that makes the diagram unusable. Reference to standard label terminology ensures accuracy.

standard label names for all components of the hepatic urea cycle

Question: annotated high school biology textbook schematic of hepatic urea cycle

Urea Cycle – Location, Steps, and Diagram

Labeled molecular fluxes in the urea cycle schematic

Explanation: Models often reverse flux directions, misidentify input/output molecules, and omit key fluxes required for a correct annotated textbook diagram. A visual reference confirms the correct placement and direction of all fluxes.


Create a highly detailed, photorealistic annotated schematic of mitochondrial electron transport Complex I, showing all named protein subunits and sequential electron transfer subprocesses

Are the names of Complex I protein subunits correct?

Are the electron transfer and proton pumping steps accurately depicted?

Does the image use proper scientific labeling conventions?

Is the mitochondrial membrane orientation correct?

Correctness of structural and subprocess details

Clear and accurate labeled annotations

High-quality realistic rendering of the molecular structure

Sequential electron transfer subprocesses in mitochondrial Complex I

Explanation: Correctly ordered, accurate representation of sequential electron transfer steps is a core requirement of the prompt, and generative models do not consistently retain the precise accepted order of these biochemical subprocesses.

Accepted sequential order of electron transfer subprocesses in mitochondrial Complex I

Accurate text labels for all subunits and electron transfer steps

Explanation: Generative image models are notoriously poor at rendering accurate, specific technical text, and will often produce garbled, misspelled, or incorrect labels for named subunits and processes even if the overall structure is correct.

Standard naming conventions for protein subunits of mitochondrial Complex I

Question: Authoritative annotated schematic of mitochondrial Complex I showing all named protein subunits

Atomic structure of the entire mammalian mitochondrial complex I ...

Named protein subunits of mitochondrial electron transport Complex I, their arrangement in the assembled complex

Explanation: Generative models lack detailed, authoritative knowledge of the exact number, identity, naming, and relative 2D schematic arrangement of all named subunits of Complex I, and will almost always hallucinate incorrect components and positions.


Can you create a photorealistic textbook-style flow diagram illustrating ISO 14001 environmental management system aspects and impacts, following official standard guidelines?

Includes correct Plan-Do-Check-Act cycle structure

Labels key EMS components relevant to aspects and impacts (e.g., environmental policy, aspect identification, objective setting, operational control, monitoring, management review) as per ISO 14001.

Workflow steps are limited to those defined in ISO 14001 (e.g., no extraneous steps like 'supplier audits' not in the central EMS cycle).

Accuracy of core EMS workflow and components

Clear flow and labeled sections

Use of official standard language

Official terminology and text labels for ISO 14001 aspects and impacts diagram elements

Explanation: AI often uses incorrect non-standard terminology, mislabels core concepts, and produces garbled text in diagrams, which would make the output inaccurate for a textbook-style technical diagram.

official terminology for ISO 14001 aspects and impacts analysis

Question: official standard ISO 14001 environmental aspects and impacts flow diagram

Diagram of 6 Steps in ISO 14001 Environmental Aspects Management

Official ISO 14001 aspects and impacts flow structure and required diagram components

Explanation: The entire purpose of the diagram is to follow official ISO 14001 guidelines, and AI will almost always hallucinate an incorrect, non-compliant flow structure that misses required elements or arranges steps incorrectly.

Question: textbook style ISO management system flow diagram examples

ISO 45001:2018 Flowcharts in MS Visio SmartDraw

Textbook-style technical flow diagram formatting for management system standards

Explanation: While AI can create generic flow diagrams, it may not match the clean, structured, conventional formatting expected for a photorealistic textbook-style technical diagram.


Generate a photorealistic infographic showing Colombia's July 2024 annual CPI inflation rate, including monthly trend over the past 6 months, national average, and regional breakdown for Bogotá, Medellín, and Cali.

Matches the exact July 2024 national annual CPI rate (e.g., 6.12% as reported by DANE)

Includes correct regional data for Bogotá, Medellín, and Cali (e.g., Bogotá 6.5%, Medellín 5.8%, Cali 7.1%)

Uses a professional, clean infographic layout suitable for economic data

Matches the officially reported July 2024 national annual CPI rate and correct regional rates for Bogotá, Medellín, and Cali

Uses a structured, data-visualization layout with clear charts, labels, and consistent color scheme

Includes correct official source citations

Colombia July 2024 full CPI dataset (annual rate, 6-month monthly trend, national average, Bogotá/Medellín/Cali regional rates)

Explanation: All required inflation figures are recent, dynamic economic data that is not stored in model training data. Hallucinated incorrect numbers would render the entire infographic useless.

Colombia July 2024 CPI inflation: annual rate, 6-month trend, national average, Bogotá Medellín Cali regional rates

Question: labeled CPI inflation infographic with clear numerical data

Chart: Energy Prices Push Inflation to Highest Level Since May '24 ...

Specific text and numerical value rendering for data labels

Explanation: Image generation models consistently produce garbled or inaccurate text and numbers, even when the correct values are known. A reference reduces this error.


Photorealistic infographic showing Turkey's March 2026 annual inflation rate breakdown, including month-over-month changes and comparison to February 2026 rates, styled as a printed business report page

Plausible inflation figures that align with typical Turkey inflation context and the stated comparison periods

Sector breakdowns that are commonly used in inflation reports (e.g., food, housing, transport) and consistently labeled

Description: "Plausible and coherent inflation figures and sector breakdowns consistent with economic context"; Weight: 0.4

Clear, easy-to-read data visualization

Matches professional business report style

Turkey 2026 March and February inflation rate statistics

Explanation: All requested inflation data is from 2026, which is after the mid-2024 training cutoff for image generation models. No training data includes this future factual information, so the model will hallucinate completely incorrect values without external grounding.

Turkey March 2026 annual inflation rate, February 2026 rate and month-over-month change

Question: printed business report inflation infographic with clear numerical labels

Specific text and numerical values for inflation infographic labels

Explanation: Image generation models consistently fail to render accurate, specific text and digits. Even when provided with correct data, models often produce garbled or incorrect numbers that invalidate the infographic.


Photorealistic Sankey-style flow diagram illustrating PID controller anti-windup with a saturating actuator, labeled with correct subprocess names and causal flow directions, styled as a technical engineering schematic

Correct technical labels for PID controller, saturating actuator, and anti-windup mechanism.

Accurate flow direction per control theory

Remove or merge with Q0 into 'Correct technical labels for all components including subprocesses'.

Correct component labels and flow dynamics

Clear, easy-to-follow Sankey layout

Matches technical engineering schematic standards

Correct technical subprocess names and text labels for the diagram

Explanation: Generative models frequently produce garbled text and incorrect non-standard technical terms for niche engineering concepts, which invalidates the technical correctness of the diagram.

standard subprocess names for PID controller anti-windup with a saturating actuator

Sankey diagram convention for control engineering technical schematics

Explanation: Models may confuse general-purpose Sankey diagrams with the specific styling and conventions used for control engineering schematics, leading to visually non-compliant outputs.

Sankey diagram conventions for control engineering technical schematics

Question: Sankey-style flow diagram PID controller anti-windup saturating actuator engineering schematic

PID Anti-Windup Schemes | Scilab

Structural layout and causal flow direction of Sankey diagram for PID anti-windup with saturating actuator

Explanation: This is a highly specialized control engineering topic, and generative models do not consistently retain knowledge of the correct standard diagram structure and flow ordering, leading to fundamentally incorrect schematics.


Create a clean Sankey-style flow diagram showing the complement C3 convertase amplification feedback loop, with labeled scientific subprocesses and causal constraints.

All subprocesses (e.g., C3 convertase formation, C3a/C3b release, amplification loop steps) are correctly identified and labeled according to established immunology.

All labels use standard immunological terminology (e.g., C3 convertase, C3a, C3b, Factor B, Factor D, properdin, etc.).

The Sankey flow widths are proportional to the relative magnitude or role in the loop, with distinct levels for subprocesses and causal constraint indicators (e.g., dashed lines for inhibition).

Correct pathway steps, terminology, and representation of causal constraints (e.g., feedback loops, weight/flow indicators).

Easy to follow flow diagram

Proper Sankey diagram formatting

Complement C3 convertase amplification feedback loop pathway topology and causal constraints

Explanation: Generative models do not retain accurate, consistent knowledge of the exact connections, flow order, and causal relationships of this specialized biological pathway, and will commonly hallucinate incorrect structure without factual grounding.

what is the correct structure and causal constraints of the complement C3 convertase amplification feedback loop

Scientific subprocess labels for the pathway

Explanation: Generative models frequently misspell or misplace specialized scientific terminology, and will often assign incorrect labels to diagram flows without prior factual reference for the correct subprocess names.

list of labeled subprocesses in the complement C3 convertase amplification feedback loop

Question: Sankey diagram of complement C3 convertase amplification feedback loop

Pathophysiology of C3G - Atypical Hus

Standard Sankey-style visualization of this specific pathway

Explanation: There are established scientific conventions for visualizing this pathway that generative models will not replicate accurately without reference imagery of existing correct diagrams.


Can you make a Sankey-style flow diagram of an MBR membrane fouling control loop? Label each subprocess, flux rates, and control valves according to industrial wastewater treatment standards.

Are all subprocesses labeled with standard industrial MBR terms (e.g., aeration, backwash, relaxation, permeation)?

Flux rates are within standard operating ranges

Are control valves labeled with standard industrial symbols and names (e.g., permeate valve, recirculation valve)?

Sankey flow direction matches actual process order

Correct subprocesses and flow directions per industry standards

Accurate naming of all components and fluxes

Clear Sankey diagram layout

Industry-standard subprocess labels and typical flux rate values

Explanation: Models do not reliably retain the standardized nomenclature and typical numeric flux values specified by industrial wastewater treatment standards, and will hallucinate incorrect content

What are the standard subprocess labels and flux rates for MBR membrane fouling control in industrial wastewater treatment

Accurate rendering of technical text labels and numeric values

Explanation: Generative image models commonly garble alphanumeric text, especially specific technical labels and numeric flux values

standard text labels for MBR membrane fouling control loop components

Question: Sankey style MBR membrane fouling control loop diagram for industrial wastewater treatment

Automatic control systems for submerged membrane bioreactors: A ...

Standardized Sankey diagram structure of MBR membrane fouling control loop

Explanation: Generative AI has no consistent knowledge of the correct flow hierarchy and connection order for this niche industrial control loop, and will often produce an incorrect non-standard layout

Question: standard control valve symbols for industrial wastewater treatment P&ID diagrams

P&IDs (Piping & Instrumentation Diagrams) and P&ID Valve | THINKTANK

Standard control valve symbols and placement for industrial process diagrams

Explanation: AI may use incorrect non-standard symbols for control valves or place them in the wrong positions in the control loop per industry conventions


Create a photorealistic annotated chessboard diagram showing two valid FIDE-approved draw conditions simultaneously: threefold repetition of position and the 50-move rule, with labeled clock strips and official FIDE notation markers.

Board shows threefold repetition position with FIDE annotation marks.

Diagram includes a visible 50-move counter displaying the exact number of moves since last capture or pawn move as per FIDE.

Labels use official FIDE algebraic notation and annotation symbols.

Clock strips show time increment format e.g., '40/2h SD/1h' per FIDE standards.

Follows exact FIDE draw rules and labeling

Believable chess diagram with proper lighting and materials

Labels are clear and correctly placed

Valid legal chess position satisfying both threefold repetition and 50-move rule FIDE draw conditions simultaneously

Explanation: Generative models lack specialized chess rule knowledge to correctly construct a single valid position that meets both draw conditions at once, almost always producing an invalid position that fails one or both requirements

What is a valid FIDE chess position that meets both threefold repetition and 50-move rule draw conditions

FIDE-approved notation markers for threefold repetition and 50-move rule draws

Explanation: Official FIDE notation for marking these draw conditions is a niche standardized convention that models do not reliably retain, leading to incorrect or invented symbols and labels

FIDE official notation symbols for threefold repetition and 50-move rule draws

Question: official FIDE annotated chess diagram with labeled clock strips

DGT2010 Official FIDE Chess Clock | DGT Shop

Official FIDE labeled clock strips for annotated chess diagrams

Explanation: Models have no consistent knowledge of the standard visual appearance, placement, and labeling of official FIDE clock strips, leading to incorrect formatting or missing elements


Create a photorealistic annotated McCabe-Thiele diagram for a binary ethanol-water distillation column, including labeled equilibrium curve, operating lines, optimal feed stage, and reflux ratio value per standard chemical engineering textbook standards.

Labels follow standard chemical engineering notation

Uses ethanol-water system equilibrium curve

Axis labels follow standard McCabe-Thiele conventions (e.g., x-axis = liquid mole fraction x, y-axis = vapor mole fraction y).

Follows textbook-standard McCabe-Thiele diagram rules

Labels are clear and correctly placed

Believable scientific diagram with proper lighting

Labeled diagram components and standard reflux ratio value

Explanation: Generative models are notoriously poor at accurate text rendering, often misspelling labels, misidentifying components, and hallucinating incorrect standard reflux ratio values that do not match common textbook examples for ethanol-water distillation.

standard labels and typical reflux ratio for ethanol-water McCabe-Thiele diagram textbook example

Standard convention for optimal feed stage marking

Explanation: Generative models may confuse different conventions for marking and selecting the optimal feed stage on a McCabe-Thiele diagram, resulting in a diagram that does not follow standard chemical engineering textbook practices.

how to mark optimal feed stage on McCabe-Thiele diagram per chemical engineering textbook standards

Question: standard textbook annotated McCabe-Thiele diagram binary ethanol-water distillation

Binary Distillation with the McCabe-Thiele Method - Maple Help

Annotated McCabe-Thiele diagram for binary ethanol-water distillation

Explanation: Generative models do not retain precise knowledge of the unique shape of ethanol-water's equilibrium curve, correct placement of rectifying and stripping operating lines, and proper optimal feed stage positioning, often generating an incorrect generic diagram instead of the standard textbook version.


Photorealistic 2024 WNBA Playoffs bracket snapshot after the semifinals round on September 29, 2024, showing team standings, game dates, and win-loss records for remaining teams in standard league formatting.

Correct 2024 WNBA playoff matchup structure

Series win-loss records for each semifinal matchup match the actual results (e.g., 2-1, 2-0).

Game dates and times shown correspond to the actual schedule for the 2024 WNBA semifinals and finals.

Official WNBA league branding and colors

Exact current bracket standings and team stats

Correct WNBA playoff bracket layout and branding

Realistic rendering of a printed or digital bracket with appropriate lighting, shadows, and texture to mimic an official league image.

2024 WNBA Playoffs actual results, remaining teams, game dates and win-loss records after September 29 2024 semifinals

Explanation: All major image generation models have training cutoffs months before September 2024, so they have no access to the real outcome of this recent event and will hallucinate entirely incorrect teams, records and schedules.

What are the official 2024 WNBA Playoffs standings after the semifinals round on September 29, 2024?

Specific text content (team names, dates, win-loss numbers) on the bracket

Explanation: Generative image models reliably fail to render accurate, legible specific text and numerical data, and will almost always garble or invent incorrect content without grounded factual input.

List of 2024 WNBA Playoffs remaining teams and their win-loss records after semifinals September 29 2024

Question: official standard WNBA Playoffs tournament bracket layout

WNBA Approves New Playoff Format

Official standard WNBA Playoffs bracket visual formatting and layout

Explanation: Generative models will typically produce generic, non-standard tournament brackets that do not match WNBA's official league formatting specified in the prompt.


Create a photorealistic infographic showing the 2025-26 NBA Western Conference regular season standings, including team names, win-loss records, games back from the top seed, and conference seeding order.

All 15 current Western Conference teams (as of the 2024-25 season) are included

Win-loss records are internally consistent with the number of games played and plausible for a competitive season

Games back values are correctly calculated relative to the top seed's win-loss record shown in the infographic

Layout follows NBA's official standings format

All team data and standings positions are plausible and internally consistent with the season parameters (e.g., number of games).

Infographic follows standard NBA standings layout and styling

High-resolution, professional sports graphic style

2025-26 NBA Western Conference final standings (seeding, win-loss records, games back)

Explanation: The outcome of this future season does not exist in pre-2024 training data, so the model will hallucinate entirely incorrect standings without external factual input

Final 2025-26 NBA Western Conference regular season standings

Post-2024 team changes (rebrands, relocations, realignment) for 2025-26 NBA season

Explanation: Any changes to Western Conference team identities or conference membership implemented after mid-2024 will not be in training data, leading to incorrect team names or affiliations

NBA team changes and conference alignment for 2025-26 season

Accurate text and numerical values for the standings table

Explanation: Image generation models consistently produce garbled, misspelled, or incorrect text and numbers, which breaks the readability and accuracy of the infographic

Full list of team names, records and seeding for 2025-26 NBA Western Conference standings


Can you create a photorealistic infographic showing the official 2025 Danish Superliga league standings as of October 12, 2025? It should include games played, points, wins, draws, losses, and goals scored for each of the top 6 clubs in the league.

Rewrite to focus on internal consistency or placeholder plausibility, e.g., "Table appears realistic and internally consistent for a credible league standing."

All required statistical columns are present

Club names and abbreviations are accurate

No outdated or incorrect team data is included

Matches official 2025 Danish Superliga table for the specified date

Includes all required stats: games played, points, wins, draws, losses, goals scored

Easy to read, structured hierarchical layout

Official 2025 Danish Superliga standings and stats as of October 12, 2025

Explanation: No finalized, official data for this future season snapshot exists in pre-2024 model training data, so the model will fully hallucinate incorrect team rankings and all statistical values (points, wins, draws, losses, goals) without external grounding.

What are the official 2025 Danish Superliga league standings as of October 12, 2025

Participating clubs in the 2025 Danish Superliga

Explanation: Promotion and relegation after 2024 will change the roster of competing clubs for the 2025 season, which is not captured in older pre-2024 training data.

Which clubs are competing in the 2025 Danish Superliga season

Question: Danish Superliga league standings infographic with all required stats columns

Danish Superliga: Copenhagen miss out on Championship playoffs as ...

Structured text and numerical stats in the standings table

Explanation: Image generation models reliably struggle to correctly render specific text, club names, and numerical values in structured tables, often producing garbled, misspelled, or incorrect numbers.


Can you make a photorealistic historical infographic for Army University Press showing French troop levels for Operation Sangaris in Chad between December 2013 and June 2015, with a map of the deployment zone in the background?

Revise to: "Troop counts shown in the infographic match the historical range for Operation Sangaris (e.g., 1,600–2,000 French troops)."

Map correctly shows Chad deployment zone

Revise to: "Infographic follows standard military academic formatting, e.g., consistent fonts, muted color palette, and inclusion of institutional logos."

Revise to: "Start and end dates (December 2013 / June 2015) are correctly labeled, and any intermediate milestones match known Operation Sangaris phases."

Troop counts, timeline, and geography match verified sources

Infographic is easy to read and well-organized

Add to description: "Official branding, layout conventions, and typography typical of Army University Press publications."

French troop level data for Operation Sangaris December 2013 - June 2015

Explanation: Generative models do not memorize precise, authoritative military strength figures for specific historical operations, and will reliably hallucinate incorrect numbers without external factual input. Incorrect core data invalidates the entire purpose of the infographic.

Authoritative French troop strength figures for Operation Sangaris in Chad 2013-2015

Specific text and numerical labels for the infographic

Explanation: Generative image models consistently fail to render precise text and numerical labels correctly, even when they have access to the underlying correct data, so pre-confirmed text from authoritative sources prevents garbled or incorrect labels.

Confirmed text labels and timeline values for Operation Sangaris Chad 2013-2015


Create a photorealistic annotated schematic of the classical complement cascade, showing each step from activation to membrane attack complex formation with labeled molecular structures and flow arrows.

Step order matches classical complement cascade timeline

All molecular labels are scientifically accurate

Flow arrows correctly show reaction progression

Membrane attack complex is properly depicted

Correct step order and molecular labeling

Schematic is easy to follow for biology students

Annotations are clear and well-placed

Correct sequence of steps and participating molecular components of the classical complement cascade

Explanation: Generative models frequently mix the classical pathway with the alternative or lectin complement pathways, misorder intermediate activation steps, and omit key molecules required for membrane attack complex formation, resulting in a scientifically useless diagram.

Authoritative step-by-step sequence of classical complement cascade from activation to membrane attack complex

Accurate text labels for molecular structures

Explanation: Image generation models consistently struggle with accurate text rendering, often misspelling complement protein names, swapping labels between different components, or producing garbled unreadable text.

Full list of correct names for molecular components in the classical complement cascade

Question: Annotated schematic of classical complement cascade from activation to membrane attack complex

Complement Membrane Attack Complex - an overview | ScienceDirect ...

Standard schematic layout and visual conventions for classical complement cascade diagrams

Explanation: Without reference imagery, generative models produce non-standard layouts with incorrect flow arrow direction/placement that do not match accepted scientific convention for this pathway.


Create a photorealistic annotated cross-sectional schematic of the hepatic urea cycle, labeling each key enzymatic step, substrate, and organelle location per standard biochemistry textbooks.

All enzymatic steps are correctly labeled

Organelle locations match textbook standards

Substrate names and abbreviations are accurate

Diagram uses standard biochemistry conventions for arrow directions, cofactor notation, and compartment symbols.

Correct enzymatic steps, substrates, and localization

Clear, readable labeled elements

High-quality, realistic schematic rendering

Accurate text labels for enzymes, substrates, and organelles

Explanation: Generative image models are notoriously poor at rendering correct text, often misspelling biochemical names, swapping labels between components, or omitting required labels entirely

list of key enzymes, substrates and organelle locations of the hepatic urea cycle per standard biochemistry

Question: standard biochemistry textbook annotated cross-sectional schematic of hepatic urea cycle

Urea Cycle Disorders: Overview - The Medical Biochemistry Page

Urea cycle pathway structure, reaction step order, and hepatocyte organelle compartmentalization

Explanation: Generative models lack precise standardized knowledge of which steps occur in the mitochondria vs cytosol, and often hallucinate incorrect reaction order that contradicts established biochemistry

Question: annotated biochemical pathway schematic conventions from biochemistry textbooks

Big diagram of metabolic pathways – FlowingData

Standard annotation and formatting conventions for biochemical pathway schematics

Explanation: Without reference to textbook conventions, the model may use non-standard symbols, coloring or layout that does not meet the prompt's requirement for a standard schematic


Annotated Sankey-style flow diagram showing the clonal selection process in germinal centers of lymph nodes, with correctly labeled subprocesses and feedback loops.

Correctly named immunological subprocesses

Accurate flow direction matching biological order

Correct anatomical zone labels for germinal centers

Correct depiction of clonal selection subprocesses and flow order

Clear, easy-to-follow flow paths and labels

Adherence to standard Sankey diagram conventions

Correct anatomical zone labeling

Clonal selection in germinal centers: subprocess order and feedback loops

Explanation: Generative models often confuse the sequence of clonal selection steps and omit or misplace conserved feedback loops specific to germinal center function, which is a specialized immunology concept. Factual grounding is required to build an accurate diagram.

what are the correct subprocesses and feedback loops for clonal selection in lymph node germinal centers

Text labels for diagram subprocesses and components

Explanation: Generative models commonly misspell specialized scientific terms, swap labels between different steps, or render text illegibly. Web confirmation ensures labels match accepted standard terminology.

standard terminology labels for germinal center clonal selection steps

Question: annotated Sankey diagram of clonal selection in germinal centers

Complex Antigens Drive Permissive Clonal Selection in Germinal ...

Correct Sankey diagram structure for germinal center clonal selection

Explanation: AI models rarely generate correctly structured scientific diagrams for niche biological pathways, and lack knowledge of standard Sankey diagram conventions for this specific process. Reference imagery provides the correct visual flow and layout.


Photorealistic Sankey diagram showing proximal tubule glucose reabsorption pathways, with labeled subprocesses and exact flow rates from peer-reviewed renal physiology textbooks.

Specify correct transporter names and positions relative to apical and basolateral membranes.

Matches textbook flow rates for each step

Uses standard Sankey diagram layout for renal physiology, with flows left-to-right and transporters at appropriate membrane boundaries.

Color coding uses a consistent scheme (e.g., SGLT2 blue, GLUT2 green) matching common educational materials.

Matches peer-reviewed renal physiology textbook data

Follows standard Sankey diagram conventions for biological pathways (directional flows, proportional arrow widths, sorted nodes).

Correctly names all subprocesses and transporters

Natural lighting and believable diagram display

Exact peer-reviewed flow rate values for glucose reabsorption subprocesses

Explanation: Models do not retain precise quantitative physiological data from peer-reviewed textbooks, and will always hallucinate arbitrary incorrect flow rate values. Authoritative web sources provide the exact required numerical data.

Exact flow rates for proximal tubule glucose reabsorption pathways from peer-reviewed renal physiology textbooks

Correct terminology for labeled glucose reabsorption subprocesses

Explanation: Generative models commonly render text incorrectly, and may use wrong or misspelled names for subprocesses specific to renal physiology. Authoritative web sources confirm the correct label terminology for accurate rendering.

List of subprocesses in proximal tubule glucose reabsorption (renal physiology)

Question: Sankey diagram of proximal tubule glucose reabsorption from renal physiology textbook

Figure 1: Mechanism of Glucose Reabsorption in the Proximal ...

Sankey diagram structure and pathway arrangement for proximal tubule glucose reabsorption

Explanation: Generative models do not consistently recall the correct order, connections, and arrangement of glucose reabsorption pathways in the proximal tubule, and will often produce biologically incorrect or nonsensical Sankey structures. Reference imagery provides the standard, biologically accurate layout required.


Create a photorealistic annotated scientific schematic illustrating the regeneration phase of the Calvin-Benson cycle, showing molecular structures, enzymatic reactions, and carbon flow with clear, accurate text labels for each step.

Correct sequential regeneration phase steps

Accurate molecular and enzymatic labeling

Correctly represents the Calvin-Benson regeneration phase

All terms match peer-reviewed scientific standards

Easy-to-follow step-by-step layout

Uniform styling across all components

Text labels for steps, enzymes, and molecular intermediates

Explanation: Image generation models are notoriously poor at accurate text rendering, often producing misspelled or garbled scientific names for specialized biological entities that break the schematic's utility.

list of labels for steps enzymes and intermediates in Calvin-Benson cycle regeneration phase

Correct ordering of enzymatic reaction steps

Explanation: Models frequently mix up the ordering of regeneration phase steps with steps from the carbon fixation or reduction phases of the Calvin cycle, leading to factually incorrect diagrams.

correct step order for the regeneration phase of the Calvin-Benson cycle

Question: annotated scientific schematic of Calvin-Benson cycle regeneration phase

5.12C: The Calvin Cycle - Biology LibreTexts

Calvin-Benson cycle regeneration phase schematic layout, molecular structures, and carbon flow notation

Explanation: Generative models lack consistent knowledge of the precise visual conventions and accurate molecular structures for this specific sub-phase of the Calvin cycle, often confusing it with other phases of photosynthesis.


Photorealistic high-angle shot of a 2024 Super Rugby Pacific tournament bracket displayed on a large studio monitor, with live match scores and team standings updated as of October 12, 2024. Include the official tournament logo in the top corner.

Matches exact 2024 Super Rugby Pacific seeding as of Oct 12 2024

Includes the official 2024 tournament logo in the top corner

Bracket layout follows the official 2024 Super Rugby Pacific playoff structure

Bracket does not use a generic template that differs from the 2024 Super Rugby Pacific format

Matches exact 2024 Super Rugby Pacific standings and matchups as of the specified date

Uses the official 2024 tournament logo

Realistic studio monitor lighting and layout

2024 Super Rugby Pacific tournament bracket, match scores and team standings (updated October 12 2024)

Explanation: This information is real-time and very recent, occurring well after the standard mid-2024 training cutoff for most image generation models. The model will almost certainly hallucinate incorrect bracket structure, wrong scores and inaccurate standings without external factual data.

What is the 2024 Super Rugby Pacific tournament bracket and updated standings and scores as of October 12 2024

Specific text content (team names, score numbers, standing labels) on the tournament bracket

Explanation: Generative image models consistently fail to accurately render custom, specific text content for up-to-date sports brackets, often garbling names, numbers and labels without pre-existing correct reference text.

List of 2024 Super Rugby Pacific team names and match scores as of October 12 2024

Question: 2024 Super Rugby Pacific official tournament logo

Super Rugby - Super Rugby Pacific

Official 2024 Super Rugby Pacific tournament logo

Explanation: The model may confuse the 2024 official logo with older Super Rugby tournament logos or other related competition logos, leading to visual inaccuracy of the required official branding.


Photorealistic shot of a US high school hallway snack aisle where a 16-year-old teenager is visibly conflicted between grabbing an immediate $1 candy bar and a $5 gift card available only after a 2-week wait, with visual cues emphasizing the immediate reward feeling more appealing.

Snack aisle layout matches typical US high school standards

Visual cues clearly represent hyperbolic discounting conflict

Teenager's body language shows decision conflict

Correctly represents hyperbolic discounting

Photorealistic school hallway scene

Matches all specified details of the scene

Visual communication of immediate reward being more appealing than delayed reward

Explanation: This is the core requirement of the prompt, and generative models frequently fail to consistently convey abstract comparative appeal without grounded guidance on appropriate visual cues.

examples of visual cues to show immediate reward is more appealing than delayed reward

Question: typical modern US high school hallway snack aisle

Why School Vending Snacks Never Left the Hallway – Headcount Coffee

Typical US high school hallway snack aisle appearance and layout

Explanation: Generic generated high school hallways often do not match the actual common layout, snack display, and vending conventions found in modern US high schools, which can make the scene feel inauthentic.


Can you create a photorealistic UV index chart-style map overlay for Hyderabad, India for July 15, 2025 (representative clear-sky peak summer hourly profile), with color-coded risk bands, hourly values for IST, and labeled local-time markers—no generic weather stock art.

Correct UV color tier assignments per local health guidelines

Hour markers correspond to IST for July 15 2025 profile

Map boundaries accurate for Hyderabad district

No text overlays that use generic weather stock art fonts, default labels, or non-specific location names.

Correct UV index values and color coding

Accurate map layout and regional boundaries

2025 July 15 representative clear-sky hourly UV index profile for Hyderabad, India (IST)

Explanation: The 2025 date falls after the mid-2024 training cutoff for all major image generation models, and models lack accurate place-specific peak summer hourly UV data for Hyderabad even for representative conditions

What is the representative clear-sky hourly UV index profile for Hyderabad, India in mid-July peak summer, IST timezone

Question: WHO standard UV index color-coded risk chart

The UV Index color palette revisited - ScienceDirect

Standard UV index color-coded risk band convention

Explanation: Precise color mapping to UV risk levels is an official standardized convention that models often misalign, leading to incorrect risk representation

Question: Hourly IST labeled UV index chart example

Understanding The UV Index Affects & Recommended Actions - Sungrubbies

Labeled hourly IST time markers and numerical UV value text

Explanation: AI image generation models consistently fail to render accurate, correctly ordered text and numerical labels, leading to scrambled or incorrect time/value markings


Infographic-style render of Euro area HICP headline inflation by country from the October 2024 Eurostat statistical release, with color-coded country bands and exact percentage values stated in that release.

Correct October 2024 inflation percentage values

Color-coded country bands consistent with typical Eurostat infographic style

Correct Euro area country set and clearly distinguishable, correctly labeled map regions

Correct and up-to-date inflation data and color coding

Clear, readable infographic layout

Professional infographic style matching standard EU statistical visuals

October 2024 country-by-country Euro area HICP headline inflation data from Eurostat

Explanation: This statistical data did not exist before October 2024, which is after the mid-2024 cutoff for most model training data. No prior training data includes this specific recent release's values, so the model will generate incorrect, hallucinated inflation rates without web grounding.

What are the October 2024 Euro area HICP headline inflation rates by country from the official Eurostat release

Exact percentage values from the October 2024 Eurostat HICP release

Explanation: The prompt explicitly requires the exact percentage values stated in the release. The model cannot generate these correctly without retrieving them first, and will render wrong text values even if it approximates general recent inflation trends.

What are the exact HICP inflation percentage values per country in the October 2024 Eurostat release


Can you make a clear, annotated Sankey-style flow diagram that walks through the Raft consensus algorithm's leader election process? It needs properly labeled components and follows the exact correct step order.

Follows correct Raft leader election step order

Uses accurate technical component labels

Matches verified Raft algorithm specifications

Clear, easy-to-follow diagram layout

Raft consensus leader election step order and core components

Explanation: Image generation models often have incomplete or incorrect knowledge of the standardized, correct sequence of steps in Raft leader election and may misidentify core algorithm components, which would render the entire diagram invalid.

What is the correct step order for Raft consensus algorithm leader election

Text annotations and component labels for the diagram

Explanation: Image generation models consistently struggle to render accurate, legible specific technical text, often producing garbled, misspelled, or incorrect labels that make the diagram unusable.

Standard component labels for Raft leader election diagrams

Question: annotated Sankey diagram Raft consensus leader election

Raft Consensus Algorithm Visualized

Sankey-style flow diagram structure for Raft leader election

Explanation: While models know generic Sankey diagrams, they often fail to structure the flow correctly to represent the step-by-step leader election process, leading to incorrect flow connections or non-standard layout.


Can you create a photorealistic 2024-25 Ligue 1 football playoff bracket? It needs to show correct seeding, official team names, match dates, and follow the Ligue de Football Professionnel's official advance rules, no errors in team placements.

Bracket follows official 2024-25 Ligue 1 playoff structure including match format (e.g., single elimination) and number of teams.

Teams are placed in correct seeding positions

Includes official Ligue 1 logo and standardized league branding on the bracket image.

Correctly represents 2024-25 Ligue 1 playoff structure

Teams are seeded correctly based on regular season results

Matches official Ligue 1 aesthetic standards including font, colors, and logo placement standards.

2024-25 Ligue 1 playoff qualified teams, official seeding, and match dates

Explanation: All of this information is real-time from the ongoing 2024-25 season, and does not exist in pre-2024 training data. Generative models will hallucinate incorrect teams, seeding, and dates without this grounding.

2024-25 Ligue 1 official playoff qualified teams, seeding and match dates

Ligue de Football Professionnel 2024-25 Ligue 1 playoff advancement and placement rules

Explanation: Official rules for the current season's playoff structure are not present in older training data. Models will incorrectly apply outdated or made-up rules leading to wrong team placements that violate prompt requirements.

Ligue de Football Professionnel 2024-25 Ligue 1 playoff official advance rules

Question: official 2024-25 Ligue 1 playoff bracket

Ligue 1 Predictions 2024-25: The Opta Projections | Opta Analyst

Precise error-free text of official team names, match dates, and seeding labels

Explanation: Image generation models consistently fail to render long blocks of specific, error-free text, often misspelling team names or transposing date/seed numbers even when correct facts are known.


Generate a photorealistic, high-resolution matchday standings sheet for the 2024 Sweden Allsvenskan football league, including home/away form guides and WDL columns for each team

Specify required format for home/away form (e.g., DWWLL format with color coding).

Clarify formatting standards (e.g., column order, font, colors as per official Allsvenskan table).

Matches real 2024 Allsvenskan standings

Follows official league table layout

High-resolution, realistic sheet design

2024 Allsvenskan current standings, WDL stats, home/away form guide data

Explanation: The 2024 Allsvenskan season is ongoing, so up-to-date standings and result data is not present in pre-2024 model training data, and the model will hallucinate entirely incorrect stats and team positions without current factual data.

2024 Sweden Allsvenskan current official league standings with home/away form

Text content including team names, standings positions, WDL statistics, form labels

Explanation: Generative image models consistently fail to accurately render specific text and numerical data, often misspelling team names, garbling stats, or displaying incorrect values even with correct underlying knowledge.

2024 Allsvenskan full team list and current standings text

Question: Allsvenskan official matchday standings sheet example

Allsvenskan update: matchday 10 of 30 - All Things Nordic

Visual layout and formatting of Allsvenskan matchday standings sheet

Explanation: The model may generate a generic football standings layout that does not follow the standard Allsvenskan convention for placing home/away form columns and WDL sections, leading to an inaccurate output.


Create a detailed infographic timeline of the Chagos Archipelago sovereignty dispute, highlighting the 1960s expulsion of Chagossians, 2019 ICJ ruling, and 2026 UK-Mauritius handover agreement

Accurate representation of the UK-Mauritius sovereignty handover agreement (2024 agreement) and its planned implementation timeline (2026 assumed but not official).

Proper map of the Chagos Archipelago, including Diego Garcia and other atolls.

Matches verified sovereignty dispute events

Clear timeline and labeling

Increase weight to at least 0.3 and expand description to include layout, readability, and consistent labeling.

Change dimension name to 'Infographic design quality' and update description to 'Professional, clear, well-structured infographic rendering with professional aesthetics .

2026 UK-Mauritius Chagos Archipelago handover agreement

Explanation: This agreement was finalized after mid-2024, outside the training cut-off of most common image generation models, so models will almost certainly hallucinate incorrect details or even deny its existence without grounding

What are the key details of the 2024 UK-Mauritius Chagos handover agreement with 2026 implementation

Factual details of 1960s Chagossian expulsion and 2019 ICJ ruling

Explanation: This is a niche international dispute, and generative models often misremember key details like the scope of the expulsion and the official findings of the 2019 ICJ ruling, leading to historically inaccurate timelines

Verified key facts of the Chagos Archipelago sovereignty dispute

Exact text labels and dates for timeline events

Explanation: Image generation models regularly misspell text and transpose numbers/dates, so pre-verified text is needed to ensure the infographic is readable and accurate

Correct event names and dates for Chagos Archipelago sovereignty dispute timeline

Question: Official flags of UK and Mauritius, official International Court of Justice emblem

Mauritius united kingdom flag hi-res stock photography and images ...

Official symbols (national flags, ICJ emblem)

Explanation: Models may render incorrect flag designs or wrong emblems for the UK, Mauritius, and the International Court of Justice, leading to visually inaccurate infographics


Generate a photorealistic annotated schematic of a basic multi-stage flash (MSF) seawater desalination plant, formatted for a high school engineering textbook

Style appropriate for high school engineering textbooks

Matches standard MSF desalination design

Correct component labels and flow arrows

High-resolution, clear schematic design

accurate component labels and annotation text for MSF desalination schematic

Explanation: Image models regularly misspell technical terms, misplace labels, and assign labels to the wrong components, which makes the schematic unsuitable for educational use. Reference to standard labeling conventions fixes this inaccuracy.

standard technical component labels for MSF desalination plant schematics

high school engineering textbook schematic formatting conventions

Explanation: Generative models often produce schematics that are either overly complex for high school level or oversimplified to the point of scientific inaccuracy. Reference to educational textbook standards ensures appropriate scope and visual style.

formatting conventions for process schematics in high school engineering textbooks

Question: basic multi-stage flash MSF seawater desalination plant annotated schematic

Multi-Stage Flash - an overview | ScienceDirect Topics

annotated schematic structure of basic multi-stage flash (MSF) seawater desalination plant

Explanation: Generative models often confuse MSF desalination design with other desalination processes, and incorrectly arrange the sequence of flashing stages and core components. An accurate visual reference is required to get the process layout correct.