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Project Title: InsightAI 1
Project Domain: Security
Secondary Domain: Finance / FinTech
Description: A low-latency inference system for multimodal agents in autonomous systems.
|
{
"Judge Comments": "Technically ambitious and well-executed.",
"Judge Score": "9.5",
"Project Name": "Project Aurora",
"Score": "85",
"row": 0,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: ShopSmart 2
Project Domain: Developer Tools / DevEx
Secondary Domain: Productivity Assistants
Description: A simulation environment for embodied AI agents using Unreal integration.
|
{
"Judge Comments": "Excellent technical depth and presentation clarity.",
"Judge Score": "8.1",
"Project Name": "OmniPath",
"Score": "67",
"row": 1,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: WealthifyAI 3
Project Domain: Developer Tools / DevEx
Secondary Domain: Security
Description: A medical imaging solution improving early diagnosis through vision transformers.
|
{
"Judge Comments": "Well-structured and scalable; good potential for commercialization.",
"Judge Score": "8.6",
"Project Name": "SynthMind",
"Score": "91",
"row": 2,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: MediMind 4
Project Domain: E‑commerce / Marketplaces
Secondary Domain: Finance / FinTech
Description: A generative model enabling adaptive speech synthesis for accessibility.
|
{
"Judge Comments": "Excellent technical depth and presentation clarity.",
"Judge Score": "7.0",
"Project Name": "TerraMind",
"Score": "70",
"row": 3,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: AutoMate 5
Project Domain: Finance / FinTech
Secondary Domain: Healthcare / MedTech
Description: A bioinformatics pipeline leveraging transformers for genome annotation.
|
{
"Judge Comments": "A forward-looking idea with solid supporting data.",
"Judge Score": "8.6",
"Project Name": "EchoLens",
"Score": "94",
"row": 4,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: TrendLens 6
Project Domain: Developer Tools / DevEx
Secondary Domain: Writing & Content
Description: An interactive 3D environment for generative design and architecture.
|
{
"Judge Comments": "A clever solution with measurable environmental benefit.",
"Judge Score": "9.0",
"Project Name": "LatticeFlow",
"Score": "88",
"row": 5,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: PlanPilot 7
Project Domain: Research & Knowledge
Secondary Domain: Legal / Compliance
Description: A low-latency inference system for multimodal agents in autonomous systems.
|
{
"Judge Comments": "Great clarity in communication and demo flow.",
"Judge Score": "6.9",
"Project Name": "EchoLens",
"Score": "60",
"row": 6,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: InsightAI 8
Project Domain: Legal / Compliance
Secondary Domain: QA / Testing / Validation
Description: A graph neural network framework for industrial process optimization.
|
{
"Judge Comments": "Solid work with impressive real-world impact.",
"Judge Score": "9.7",
"Project Name": "BioForge",
"Score": "60",
"row": 7,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: ChatBridge 9
Project Domain: Legal / Compliance
Secondary Domain: Healthcare / MedTech
Description: A bioinformatics pipeline leveraging transformers for genome annotation.
|
{
"Judge Comments": "Strong quantitative results; add qualitative analysis next time.",
"Judge Score": "7.5",
"Project Name": "BioForge",
"Score": "97",
"row": 8,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: MediMind 10
Project Domain: Customer Support / Helpdesk
Secondary Domain: Healthcare / MedTech
Description: A real-time object tracking system built on efficient Mamba-style attention.
|
{
"Judge Comments": "Well-structured and scalable; good potential for commercialization.",
"Judge Score": "8.5",
"Project Name": "SynthMind",
"Score": "95",
"row": 9,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: AutoMate 11
Project Domain: E‑commerce / Marketplaces
Secondary Domain: QA / Testing / Validation
Description: A reinforcement learning setup for optimizing energy efficiency in data centers.
|
{
"Judge Comments": "Strong execution, though UI design feels rushed.",
"Judge Score": "7.5",
"Project Name": "HoloFlow",
"Score": "97",
"row": 10,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: SecureNest 12
Project Domain: Security
Secondary Domain: Writing & Content
Description: A low-latency inference system for multimodal agents in autonomous systems.
|
{
"Judge Comments": "A forward-looking idea with solid supporting data.",
"Judge Score": "6.7",
"Project Name": "Neural Canvas",
"Score": "73",
"row": 11,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: TaskFlow 13
Project Domain: Legal / Compliance
Secondary Domain: E‑commerce / Marketplaces
Description: A dynamic model pruning toolkit that reduces compute costs by 40%.
|
{
"Judge Comments": "Minor issues with integration but otherwise very polished.",
"Judge Score": "9.1",
"Project Name": "Neural Canvas",
"Score": "67",
"row": 12,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: DocuCheck 14
Project Domain: Research & Knowledge
Secondary Domain: Security
Description: An adaptive fine-tuning pipeline for multilingual reasoning models.
|
{
"Judge Comments": "Technically ambitious and well-executed.",
"Judge Score": "7.8",
"Project Name": "DeepHarvest",
"Score": "62",
"row": 13,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: LearnWise 15
Project Domain: Sales / CRM
Secondary Domain: QA / Testing / Validation
Description: An automated data labeling assistant powered by instruction-tuned LLMs.
|
{
"Judge Comments": "Solid work with impressive real-world impact.",
"Judge Score": "7.0",
"Project Name": "BioForge",
"Score": "65",
"row": 14,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: WealthifyAI 16
Project Domain: QA / Testing / Validation
Secondary Domain: Finance / FinTech
Description: A federated learning toolkit improving privacy in healthcare applications.
|
{
"Judge Comments": "Comprehensive and technically mature approach.",
"Judge Score": "8.4",
"Project Name": "PixelSense",
"Score": "80",
"row": 15,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: MediMind 17
Project Domain: Security
Secondary Domain: Legal / Compliance
Description: A medical imaging solution improving early diagnosis through vision transformers.
|
{
"Judge Comments": "Exceeds expectations in creativity and usability.",
"Judge Score": "7.8",
"Project Name": "BioForge",
"Score": "90",
"row": 16,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: SecureNest 18
Project Domain: Productivity Assistants
Secondary Domain: Customer Support / Helpdesk
Description: A synthetic data generator for low-resource domain adaptation tasks.
|
{
"Judge Comments": "Great clarity in communication and demo flow.",
"Judge Score": "8.3",
"Project Name": "TerraMind",
"Score": "82",
"row": 17,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: TrendLens 19
Project Domain: Writing & Content
Secondary Domain: Finance / FinTech
Description: A federated learning toolkit improving privacy in healthcare applications.
|
{
"Judge Comments": "Technically ambitious and well-executed.",
"Judge Score": "8.9",
"Project Name": "GreenPulse",
"Score": "92",
"row": 18,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: GuardBot 20
Project Domain: Creative / Design / Media
Secondary Domain: Healthcare / MedTech
Description: A synthetic data generator for low-resource domain adaptation tasks.
|
{
"Judge Comments": "Strong execution, though UI design feels rushed.",
"Judge Score": "8.5",
"Project Name": "SkyForge",
"Score": "61",
"row": 19,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: MediMind 21
Project Domain: Data / Analytics
Secondary Domain: Customer Support / Helpdesk
Description: A bioinformatics pipeline leveraging transformers for genome annotation.
|
{
"Judge Comments": "Creative use of multimodal learning; documentation could improve.",
"Judge Score": "8.4",
"Project Name": "AutoVerse",
"Score": "97",
"row": 20,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: PlanPilot 22
Project Domain: Healthcare / MedTech
Secondary Domain: Developer Tools / DevEx
Description: A synthetic data generator for low-resource domain adaptation tasks.
|
{
"Judge Comments": "Well-structured and scalable; good potential for commercialization.",
"Judge Score": "7.5",
"Project Name": "BioForge",
"Score": "92",
"row": 21,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: Pathfinder 23
Project Domain: Data / Analytics
Secondary Domain: E‑commerce / Marketplaces
Description: A neural art generator blending classical styles with modern techniques.
|
{
"Judge Comments": "Excellent code quality and use of open-source libraries.",
"Judge Score": "7.6",
"Project Name": "TerraMind",
"Score": "97",
"row": 22,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: Pathfinder 24
Project Domain: Healthcare / MedTech
Secondary Domain: Security
Description: An AI-powered platform optimizing logistics routes for sustainability.
|
{
"Judge Comments": "Well-structured and scalable; good potential for commercialization.",
"Judge Score": "7.7",
"Project Name": "LatticeFlow",
"Score": "67",
"row": 23,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: Pathfinder 25
Project Domain: Sales / CRM
Secondary Domain: Customer Support / Helpdesk
Description: A federated learning toolkit improving privacy in healthcare applications.
|
{
"Judge Comments": "Promising idea with robust experimental validation.",
"Judge Score": "9.6",
"Project Name": "LatticeFlow",
"Score": "81",
"row": 24,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: QuickQuote 26
Project Domain: Creative / Design / Media
Secondary Domain: Data / Analytics
Description: A generative model enabling adaptive speech synthesis for accessibility.
|
{
"Judge Comments": "Exceeds expectations in creativity and usability.",
"Judge Score": "9.2",
"Project Name": "VisionTrail",
"Score": "67",
"row": 25,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: Pathfinder 27
Project Domain: Finance / FinTech
Secondary Domain: Research & Knowledge
Description: An AI model compression suite enabling on-device reasoning for IoT sensors.
|
{
"Judge Comments": "Excellent code quality and use of open-source libraries.",
"Judge Score": "9.8",
"Project Name": "DataWeave",
"Score": "81",
"row": 26,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: SecureNest 28
Project Domain: Legal / Compliance
Secondary Domain: Finance / FinTech
Description: A hardware-aware model quantization benchmark suite.
|
{
"Judge Comments": "Conceptually strong but results need more benchmarking.",
"Judge Score": "9.0",
"Project Name": "EchoLens",
"Score": "90",
"row": 27,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: PlanPilot 29
Project Domain: Research & Knowledge
Secondary Domain: Creative / Design / Media
Description: A hardware-aware model quantization benchmark suite.
|
{
"Judge Comments": "Minor issues with integration but otherwise very polished.",
"Judge Score": "9.2",
"Project Name": "OmniPath",
"Score": "93",
"row": 28,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: LearnWise 30
Project Domain: E‑commerce / Marketplaces
Secondary Domain: Customer Support / Helpdesk
Description: A graph neural network framework for industrial process optimization.
|
{
"Judge Comments": "Exceeds expectations in creativity and usability.",
"Judge Score": "7.4",
"Project Name": "NanoLink",
"Score": "64",
"row": 29,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: SkillMatch 31
Project Domain: Developer Tools / DevEx
Secondary Domain: QA / Testing / Validation
Description: A medical imaging solution improving early diagnosis through vision transformers.
|
{
"Judge Comments": "Outstanding collaboration and well-articulated research scope.",
"Judge Score": "7.9",
"Project Name": "VisionTrail",
"Score": "81",
"row": 30,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: TrendLens 32
Project Domain: Writing & Content
Secondary Domain: Research & Knowledge
Description: A document summarization and retrieval system for enterprise knowledge bases.
|
{
"Judge Comments": "Strong execution, though UI design feels rushed.",
"Judge Score": "8.7",
"Project Name": "Neural Canvas",
"Score": "68",
"row": 31,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: CreateFlow 33
Project Domain: Customer Support / Helpdesk
Secondary Domain: E‑commerce / Marketplaces
Description: A generative model enabling adaptive speech synthesis for accessibility.
|
{
"Judge Comments": "Creative use of multimodal learning; documentation could improve.",
"Judge Score": "7.6",
"Project Name": "Neural Canvas",
"Score": "66",
"row": 32,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: GuardBot 34
Project Domain: Productivity Assistants
Secondary Domain: Writing & Content
Description: A real-time object tracking system built on efficient Mamba-style attention.
|
{
"Judge Comments": "Conceptually strong but results need more benchmarking.",
"Judge Score": "9.1",
"Project Name": "VisionTrail",
"Score": "83",
"row": 33,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: PlanPilot 35
Project Domain: Writing & Content
Secondary Domain: Finance / FinTech
Description: A federated learning toolkit improving privacy in healthcare applications.
|
{
"Judge Comments": "A clever solution with measurable environmental benefit.",
"Judge Score": "8.4",
"Project Name": "SkyForge",
"Score": "94",
"row": 34,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: InsightAI 36
Project Domain: Security
Secondary Domain: Legal / Compliance
Description: A synthetic data generator for low-resource domain adaptation tasks.
|
{
"Judge Comments": "Strong quantitative results; add qualitative analysis next time.",
"Judge Score": "7.6",
"Project Name": "SoundScape",
"Score": "82",
"row": 35,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: PulseAI 37
Project Domain: E‑commerce / Marketplaces
Secondary Domain: Research & Knowledge
Description: A multimodal captioning system trained on open-weights datasets.
|
{
"Judge Comments": "Outstanding collaboration and well-articulated research scope.",
"Judge Score": "6.9",
"Project Name": "SkyForge",
"Score": "80",
"row": 36,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: TaskFlow 38
Project Domain: Creative / Design / Media
Secondary Domain: Developer Tools / DevEx
Description: A real-time object tracking system built on efficient Mamba-style attention.
|
{
"Judge Comments": "An elegant and pragmatic engineering solution.",
"Judge Score": "7.3",
"Project Name": "NanoLink",
"Score": "64",
"row": 37,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: LearnWise 39
Project Domain: Data / Analytics
Secondary Domain: Legal / Compliance
Description: An AI model compression suite enabling on-device reasoning for IoT sensors.
|
{
"Judge Comments": "Strong quantitative results; add qualitative analysis next time.",
"Judge Score": "6.9",
"Project Name": "AetherCompute",
"Score": "78",
"row": 38,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: WealthifyAI 40
Project Domain: Legal / Compliance
Secondary Domain: Productivity Assistants
Description: A multimodal captioning system trained on open-weights datasets.
|
{
"Judge Comments": "Conceptually strong but results need more benchmarking.",
"Judge Score": "7.5",
"Project Name": "HoloFlow",
"Score": "67",
"row": 39,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: CreateFlow 41
Project Domain: Customer Support / Helpdesk
Secondary Domain: Creative / Design / Media
Description: A federated learning toolkit improving privacy in healthcare applications.
|
{
"Judge Comments": "Solid work with impressive real-world impact.",
"Judge Score": "7.7",
"Project Name": "SynthMind",
"Score": "76",
"row": 40,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: TrendLens 42
Project Domain: Finance / FinTech
Secondary Domain: Customer Support / Helpdesk
Description: A generative model enabling adaptive speech synthesis for accessibility.
|
{
"Judge Comments": "A clever solution with measurable environmental benefit.",
"Judge Score": "6.7",
"Project Name": "EchoLens",
"Score": "65",
"row": 41,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: CreateFlow 43
Project Domain: Productivity Assistants
Secondary Domain: Developer Tools / DevEx
Description: A medical imaging solution improving early diagnosis through vision transformers.
|
{
"Judge Comments": "A forward-looking idea with solid supporting data.",
"Judge Score": "6.5",
"Project Name": "HoloFlow",
"Score": "62",
"row": 42,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: ChatBridge 44
Project Domain: Creative / Design / Media
Secondary Domain: QA / Testing / Validation
Description: A hardware-aware model quantization benchmark suite.
|
{
"Judge Comments": "Solid work with impressive real-world impact.",
"Judge Score": "6.7",
"Project Name": "AutoVerse",
"Score": "96",
"row": 43,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: SkillMatch 45
Project Domain: Customer Support / Helpdesk
Secondary Domain: Writing & Content
Description: A real-time object tracking system built on efficient Mamba-style attention.
|
{
"Judge Comments": "A clever solution with measurable environmental benefit.",
"Judge Score": "7.7",
"Project Name": "AetherCompute",
"Score": "87",
"row": 44,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: WealthifyAI 46
Project Domain: Finance / FinTech
Secondary Domain: QA / Testing / Validation
Description: A graph neural network framework for industrial process optimization.
|
{
"Judge Comments": "Excellent technical depth and presentation clarity.",
"Judge Score": "7.1",
"Project Name": "BioForge",
"Score": "88",
"row": 45,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: DocuCheck 47
Project Domain: Finance / FinTech
Secondary Domain: Writing & Content
Description: An AI-powered platform optimizing logistics routes for sustainability.
|
{
"Judge Comments": "Conceptually strong but results need more benchmarking.",
"Judge Score": "9.6",
"Project Name": "SynthMind",
"Score": "87",
"row": 46,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: MediMind 48
Project Domain: Healthcare / MedTech
Secondary Domain: QA / Testing / Validation
Description: An interactive 3D environment for generative design and architecture.
|
{
"Judge Comments": "Great innovation but needs stronger evaluation metrics.",
"Judge Score": "7.5",
"Project Name": "AutoVerse",
"Score": "96",
"row": 47,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: SecureNest 49
Project Domain: E‑commerce / Marketplaces
Secondary Domain: Legal / Compliance
Description: A document summarization and retrieval system for enterprise knowledge bases.
|
{
"Judge Comments": "Comprehensive and technically mature approach.",
"Judge Score": "9.2",
"Project Name": "PixelSense",
"Score": "92",
"row": 48,
"source": "../data/Projects_with_Domains.csv"
}
|
Project Title: PulseAI 50
Project Domain: Productivity Assistants
Secondary Domain: Finance / FinTech
Description: An adaptive fine-tuning pipeline for multilingual reasoning models.
|
{
"Judge Comments": "Technically ambitious and well-executed.",
"Judge Score": "8.0",
"Project Name": "SoundScape",
"Score": "95",
"row": 49,
"source": "../data/Projects_with_Domains.csv"
}
|
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