Refactor ad creative generation and analysis: Updated the analyze_product and generate_ad_creatives functions to accept target audience segments for tailored analysis and creative generation. Enhanced the frontend to include a multi-select dropdown for target audiences, improving user experience. Adjusted styles for the new dropdown component and ensured proper handling of product image URLs for better ad results.

backend/app/analysis.py

@@ -4,15 +4,40 @@ Deep marketing analysis of product data for ad creative generation.
 
 import json
 
-from app.llm import call_llm, extract_json
+from app.llm import call_llm, call_llm_vision, extract_json
 
 
-def analyze_product(product_data: dict) -> dict:
+def analyze_product(product_data: dict, target_audience: list[str] | None = None) -> dict:
     """
     Deep marketing analysis of the product.
     Returns structured dict for generating highly targeted ad creative.
+    When target_audience is provided, analysis is tailored to those segments.
     """
     price = product_data.get("price", "")
+    audience_block = ""
+    if target_audience and len(target_audience) > 0:
+        audience_list = ", ".join(target_audience)
+        audience_block = f"""
+━━━━━━━━━━━━━━━━━━
+TARGET AUDIENCES (PRIORITY — MUST DRIVE THIS ANALYSIS)
+━━━━━━━━━━━━━━━━━━
+
+The user has selected these specific audience segments. Your ENTIRE analysis MUST be tailored to these audiences.
+
+- positioning: Reframe for these segments (who they are, what they want, how this product fits).
+- ideal_customer: Age, lifestyle, platform, and pain_points must align with the selected segments—not generic "urban women" or "25-35".
+- emotional_triggers: Choose triggers that resonate with these specific segments.
+- ad_angles: Each angle must speak directly to one or more of these audiences; hooks and "why it works" must reference them.
+- tagline_options: Lines that appeal to these segments.
+- price_analysis: Frame value and perception for these buyers (e.g. COD buyers, ₹1.5k–₹3k, festive, self-gifters).
+- shooting_angles, color_worlds, copy_direction: Align with how these audiences discover and consume content.
+
+Selected segments (use these, do not substitute generic demographics):
+{audience_list}
+
+Do NOT produce a generic analysis. Every section must reflect the selected segments.
+"""
+
     prompt = f"""
 You are an elite Indian DTC jewelry performance strategist.
 
@@ -29,6 +54,7 @@ You think ONLY in:
 Your job:
 Perform a DEEP conversion-focused analysis of THIS specific product
 that will directly power high-performing STATIC ad creatives.
+{audience_block}
 
 ━━━━━━━━━━━━━━━━━━
 CRITICAL PERFORMANCE RULES
@@ -40,7 +66,7 @@ CRITICAL PERFORMANCE RULES
    - Visual direction
    - Hook creation
    - Or targeting decision.
-4. Assume this is being sold via Meta ads to global urban buyers.
+4. Assume this is being sold via Meta ads to global urban buyers (unless target audiences specify otherwise).
 5. If product data lacks detail, infer logically based on category norms.
 6. Think in micro-audiences, not broad demographics.
 7. This analysis must help generate scroll-stopping static creatives.
@@ -61,11 +87,9 @@ OUTPUT REQUIREMENTS
 
 - Exactly 6 emotional triggers
 - Exactly 5 ad angles
-- Exactly 5 best_ad_formats
 - Exactly 4 shooting_angles
 - Exactly 3 color_worlds
 - Exactly 4 unique_selling_points
-- Exactly 3 improvement_suggestions
 - 3 tagline_options
 
 Price rules:
@@ -78,13 +102,12 @@ RETURN THIS EXACT JSON STRUCTURE
 ━━━━━━━━━━━━━━━━━━
 
 {{
+  "product_visual_notes": "When product images were provided: 2-3 short paragraphs. (1) How it looks when worn: describe how the piece sits on the wearer (ear/neck/wrist), styling context, how it frames the face or body, movement or drape. (2) Shape, size & proportions: describe shape (e.g. dangler, stud, length), scale and proportions, drop length or size of elements if visible, key design details (chains, stones, motifs). (3) Material, finish & color: metal type, finish (matte/shiny/brushed), color as seen, stones or accents. Omit or empty string if no images.",
   "positioning": "Clear one-line positioning statement (who + outcome + differentiation)",
   "tagline_options": ["Option 1", "Option 2", "Option 3"],
   "ideal_customer": {{
     "age_range": "",
     "lifestyle": "specific, not generic",
-    "style_identity": "how she sees herself",
-    "income_level": "lower middle / mid / upper mid etc",
     "platform": "primary buying platform",
     "pain_points": ["Pain 1", "Pain 2", "Pain 3"]
   }},
@@ -102,22 +125,36 @@ RETURN THIS EXACT JSON STRUCTURE
     {{ "angle_name": "", "hook": "", "why_it_works": "" }},
     {{ "angle_name": "", "hook": "", "why_it_works": "" }}
   ],
-  "best_ad_formats": ["format1", "format2", "format3", "format4", "format5"],
   "shooting_angles": ["Angle 1", "Angle 2", "Angle 3", "Angle 4"],
   "color_worlds": ["Direction 1", "Direction 2", "Direction 3"],
   "copy_direction": {{
     "headline_style": "e.g. bold serif uppercase + elegant script",
-    "tone": "clear tonal direction",
-    "do": ["Do 1", "Do 2", "Do 3"],
-    "dont": ["Don't 1", "Don't 2", "Don't 3"]
+    "tone": "clear tonal direction"
   }},
-  "competitor_tier": "budget / mid / premium",
-  "unique_selling_points": ["USP 1", "USP 2", "USP 3", "USP 4"],
-  "improvement_suggestions": ["Improvement 1", "Improvement 2", "Improvement 3"]
+  "unique_selling_points": ["USP 1", "USP 2", "USP 3", "USP 4"]
 }}
 
 Return ONLY valid JSON. No markdown. No commentary.
 """
 
-    raw = call_llm(prompt, temperature=0.7)
+    # First 3 product image URLs for vision (comma-split, strip, filter valid)
+    image_urls = [
+        u.strip()
+        for u in (product_data.get("product_images") or "").split(",")
+        if (u and u.strip().startswith("http"))
+    ][:3]
+
+    if image_urls:
+        vision_note = "\n\nYou are also provided with product images in this message. Describe the product in detail: (1) how it looks when worn—how it sits on the wearer, styling, frame of face/body, movement; (2) shape, size, and proportions—shape type, scale, drop length, key design details; (3) material, finish, and color as seen. Put this in product_visual_notes as 2-3 short paragraphs. Use these observations to inform your visual direction, shooting_angles, color_worlds, and overall creative recommendations."
+        content: list[dict] = [{"type": "text", "text": prompt + vision_note}]
+        for url in image_urls:
+            content.append({"type": "image_url", "image_url": {"url": url}})
+        raw = call_llm_vision(
+            messages=[{"role": "user", "content": content}],
+            model="gpt-4o-mini",
+            temperature=0.7,
+        )
+    else:
+        raw = call_llm(prompt, temperature=0.7)
+
     return extract_json(raw)

backend/app/creatives.py

@@ -12,7 +12,7 @@ def _upcoming_festival_from_web() -> str:
     """Web search for upcoming Indian festival; on failure tell LLM to use date-relevant festival."""
     today = date.today()
     try:
-        from duckduckgo_search import DDGS
+        from ddgs import DDGS
 
         query = f"upcoming Indian festivals {today.strftime('%B %Y')} next festival dates"
         with DDGS() as ddgs:
@@ -26,18 +26,31 @@ def _upcoming_festival_from_web() -> str:
     return f"Use the upcoming Indian festival relevant to {today.strftime('%B %Y')} (e.g. Diwali, Holi)."
 
 
-def generate_ad_creatives(product_data: dict, analysis: dict) -> dict:
+def generate_ad_creatives(
+    product_data: dict, analysis: dict, target_audience: list[str] | None = None
+) -> dict:
     """Generate 20 ad creative packages (17 product-focused, 3 no-product)."""
     price = product_data.get("price", "")
     product_name = product_data.get("product_name", "")
     today_str = date.today().strftime("%d %B %Y")
     festival_context = _upcoming_festival_from_web()
 
+    audience_block = ""
+    if target_audience and len(target_audience) > 0:
+        audience_list = ", ".join(target_audience)
+        audience_block = f"""
+TARGET AUDIENCES (tailor copy and concepts to these segments):
+{audience_list}
+
+Headlines, body copy, scene prompts, and CTA must speak directly to these audiences. Match tone, occasions, and value framing to the selected segments (e.g. festive buyers, self-gifters, COD/UPI, specific age/lifestyle). Do not use generic "urban women" or one-size-fits-all copy when specific segments are provided.
+
+"""
+
     prompt = f"""
 You are an elite, performance-driven DTC jewelry ad creative director.
 
 Your job is to generate EXACTLY 20 ad creatives.
-
+{audience_block}
 Today's date: {today_str}. For the "Current Festival" creative, use this upcoming/current festival: {festival_context}. Use it for headlines, copy, and scene using a hyper-specifc festival related elements.
 
 ━━━━━━━━━━━━━━━━━━
@@ -47,7 +60,7 @@ OUTPUT DISTRIBUTION (STRICT)
 PRODUCT-FOCUSED (17 total): Dark Moody ×2, Flat Lay ×1, Social Proof ×1, Witty Copy-Led ×1, Lifestyle (tight crop, realistic skin) ×1, Texture Contrast ×1, Shadow Play ×1, Gift Reveal ×1, Current Festival ×1, Price Confidence ×1, One-Word Dominance ×1, Macro Extreme Closeup ×1, Minimal ×1, Heirloom Depth ×1, Power Suit ×1, Scarcity Drop ×1.
 Set category to the frame name. Invent headlines, body copy, and scene prompts that fit each frame and the product—no prescribed lines.
 
-NO-PRODUCT (3 total): Instagram DM screenshot ×1, WhatsApp chat style ×1, Customer review card ×1.
+NO-PRODUCT (3 total): Instagram DM screenshot ×1, WhatsApp chat style ×1, Twitter/X post style ×1.
 
 ━━━━━━━━━━━━━━━━━━
 PRODUCT-FOCUSED RULES
@@ -59,7 +72,7 @@ PRODUCT-FOCUSED RULES
 NO-PRODUCT RULES
 ━━━━━━━━━━━━━━━━━━
 
-- DO NOT show product. Image prompt should describe UI layout, screenshot style, card design, or typography layout only.
+- DO NOT show product. Image prompt should describe UI layout, screenshot style, card design, Twitter/X post layout (handle, post text, engagement UI), or typography layout only.
 
 ━━━━━━━━━━━━━━━━━━
 PRICE RULE
@@ -67,13 +80,19 @@ PRICE RULE
 
 Include price in EXACTLY 7 creatives. For those 7: price_original = final price + ₹500, price_final = {price}. All other creatives: includes_price = false. For those 7, set price_original_style to one of: strikethrough | slant | faded | small | double (vary across creatives; match style to concept). CRITICAL: Only the original (higher) price is styled with strikethrough/slant/etc.; the final (selling) price must NEVER be shown with strikethrough—it is the main price customers pay.
 
+━━━━━━━━━━━━━━━━━━
+CTA POSITION
+━━━━━━━━━━━━━━━━━━
+
+Vary CTA placement across creatives. Set "cta_position" to exactly one of: bottom_center | bottom_left | bottom_right | top_center | top_left | top_right. Do not put every CTA in bottom_center—use corners and top positions too so we get layout variety.
+
 ━━━━━━━━━━━━━━━━━━
 SCENE PROMPT RULES 
 ━━━━━━━━━━━━━━━━━━
 
 For PRODUCT creatives: Describe ONLY background, lighting, framing, scene. NEVER describe the jewelry itself. End EVERY scene_prompt with: "Ensure the jewelry is the dominant focal point in sharp focus. Preserve the product exactly as shown. Square 1:1, 1080x1080px."
 
-For NO-PRODUCT creatives: Describe UI layout, typography, screenshot realism, or card structure only. Do NOT include the mandatory jewelry sentence.
+For NO-PRODUCT creatives: Describe UI layout, typography, screenshot realism, card structure, or Twitter/X post layout (tweet card, handle, text, likes/retweets) only. Do NOT include the mandatory jewelry sentence.
 
 ━━━━━━━━━━━━━━━━━━
 PRODUCT DATA
@@ -109,11 +128,12 @@ Return ONLY valid JSON. No markdown. No extra text.
         "headline_script": "Elegant script line",
         "body": "1–2 lines",
         "product_label": "{product_name}",
-        "price_original": "higher/compare-at price, only if includes_price=true; this one gets the strikethrough style",
-        "price_final": "actual selling price, only if includes_price=true; never strikethrough this",
+        "price_original": "higher/compare-at price, same currency as price_final (₹ or Rs); strikethrough style",
+        "price_final": "selling price only, plain text (e.g. ₹2,499). Same currency as price_original. Never include strikethrough, Unicode strikethrough, or any decoration in this value.",
         "price_original_style": "strikethrough|slant|faded|small if includes_price (applies to price_original only)",
         "cta": "CTA"
       }},
+      "cta_position": "bottom_center | bottom_left | bottom_right | top_center | top_left | top_right (vary across creatives)",
       "layout_notes": "how layout reinforces message"
     }}
   ]

backend/app/llm.py

@@ -69,3 +69,33 @@ def call_llm(
                 err_msg = str(last_error)
                 raise RuntimeError(f"LLM call failed after {max_retries} attempts: {err_msg}") from last_error
     return ""
+
+
+def call_llm_vision(
+    messages: list[dict],
+    model: str = "gpt-4o-mini",
+    temperature: float = 0.85,
+    max_retries: int = 3,
+    retry_delay: float = 2.0,
+) -> str:
+    """Calls the OpenAI Chat API with messages that may include image_url content parts.
+    messages: list of message dicts, e.g. [{"role": "user", "content": [{"type": "text", "text": "..."}, {"type": "image_url", "image_url": {"url": "https://..."}}]}].
+    Returns the assistant's text content."""
+    client = get_client()
+    for attempt in range(1, max_retries + 1):
+        try:
+            response = client.chat.completions.create(
+                model=model,
+                messages=messages,
+                temperature=temperature,
+            )
+            content = response.choices[0].message.content
+            return (content or "").strip()
+        except Exception as e:
+            last_error = e
+            if attempt < max_retries:
+                time.sleep(retry_delay * attempt)
+            else:
+                err_msg = str(last_error)
+                raise RuntimeError(f"LLM call failed after {max_retries} attempts: {err_msg}") from last_error
+    return ""

backend/app/main.py

@@ -94,13 +94,15 @@ class LoginRequest(BaseModel):
 
 class RunPipelineRequest(BaseModel):
     url: str  # Amalfa product page URL
+    target_audience: list[str] | None = None  # Optional audience segments for analysis/creatives (multi-select)
 
 
 class GenerateAdsRequest(BaseModel):
     """Each creative is the full creative JSON (id, concept_name, creative_type, scene_prompt, ad_copy, etc.). Sent as the full "image prompt" (whole JSON) to the model."""
     creatives: list[dict]  # full creative object per item; must have "id" and "scene_prompt"
     model_key: str = "nano-banana"
-    product_image_url: str | None = None  # from scraped product (default reference)
+    product_image_url: str | None = None  # from scraped product (single reference; used when product_image_urls not provided)
+    product_image_urls: list[str] | None = None  # up to 3 product reference images (better results when provided)
     reference_image_url: str | None = None  # user's own image URL (overrides product)
     product_name: str | None = None  # for gallery metadata
 
@@ -155,11 +157,11 @@ def run_pipeline(body: RunPipelineRequest, _user: dict = Depends(get_current_use
     except Exception as e:
         raise HTTPException(status_code=400, detail=f"Scrape failed: {str(e)}")
     try:
-        analysis = analyze_product(product_data)
+        analysis = analyze_product(product_data, target_audience=body.target_audience)
     except Exception as e:
         raise HTTPException(status_code=500, detail=f"Analysis failed: {str(e)}")
     try:
-        creatives = generate_ad_creatives(product_data, analysis)
+        creatives = generate_ad_creatives(product_data, analysis, target_audience=body.target_audience)
     except Exception as e:
         raise HTTPException(status_code=500, detail=f"Creatives generation failed: {str(e)}")
     return {
@@ -182,7 +184,7 @@ def _sse_message(obj: dict) -> str:
     return f"data: {json.dumps(obj)}\n\n"
 
 
-def _stream_pipeline(url: str):
+def _stream_pipeline(url: str, target_audience: list[str] | None = None):
     """Yield SSE events as pipeline runs: step updates then scrape_done, analysis_done, creatives_done."""
     if not os.environ.get("OPENAI_API_KEY"):
         yield _sse_message({"event": "error", "message": "OPENAI_API_KEY is not set"})
@@ -193,11 +195,11 @@ def _stream_pipeline(url: str):
         yield _sse_message({"event": "scrape_done", "data": product_data})
 
         yield _sse_message({"event": "step", "step": "analysis", "message": "Running marketing analysis…"})
-        analysis = analyze_product(product_data)
+        analysis = analyze_product(product_data, target_audience=target_audience)
         yield _sse_message({"event": "analysis_done", "data": analysis})
 
         yield _sse_message({"event": "step", "step": "creatives", "message": "Generating ad creatives…"})
-        creatives = generate_ad_creatives(product_data, analysis)
+        creatives = generate_ad_creatives(product_data, analysis, target_audience=target_audience)
         yield _sse_message({"event": "creatives_done", "data": creatives.get("ad_creatives", [])})
 
         yield _sse_message({"event": "done"})
@@ -212,7 +214,7 @@ def run_pipeline_stream(body: RunPipelineRequest, _user: dict = Depends(get_curr
     if not url:
         raise HTTPException(status_code=400, detail="URL is required")
     return StreamingResponse(
-        _stream_pipeline(url),
+        _stream_pipeline(url, target_audience=body.target_audience),
         media_type="text/event-stream",
         headers={
             "Cache-Control": "no-cache",
@@ -261,14 +263,20 @@ async def _save_creative_to_r2(replicate_url: str, creative_id: int, concept_nam
 
 
 def _build_reference_urls(
-    reference_url: str | None,
+    product_image_urls: list[str] | None,
+    single_reference_url: str | None,
     model_key: str,
     request: Request | None,
 ) -> list[str]:
-    """Build list of reference image URLs. For nano-banana: product/reference + Amalfa logo in every creative."""
-    urls = []
-    if reference_url:
-        urls.append(reference_url)
+    """Build list of reference image URLs (up to 3 product images, then logo). Sending 3 refs gives better results."""
+    urls: list[str] = []
+    if product_image_urls:
+        for u in product_image_urls[:3]:
+            u = (u or "").strip()
+            if u.startswith("http") and u not in urls:
+                urls.append(u)
+    if not urls and single_reference_url:
+        urls.append(single_reference_url)
     if model_key in REFERENCE_IMAGE_MODELS and LOGO_PATH.exists() and request is not None:
         base = _reference_image_base_url(request)
         logo_url = f"{base.rstrip('/')}/api/logo"
@@ -276,6 +284,30 @@ def _build_reference_urls(
     return urls
 
 
+CTA_POSITION_VALUES = frozenset({
+    "bottom_center", "bottom_left", "bottom_right",
+    "top_center", "top_left", "top_right",
+})
+
+
+def _inject_cta_position_into_scene(payload: dict) -> None:
+    """If payload has cta_position, append a short instruction to scene_prompt so the image model places CTA there."""
+    pos = (payload.get("cta_position") or "").strip()
+    if pos not in CTA_POSITION_VALUES:
+        return
+    sp = (payload.get("scene_prompt") or "").strip()
+    if not sp:
+        return
+    if sp.endswith("."):
+        sp += " "
+    else:
+        sp += ". "
+    # Human-readable for the model, e.g. "bottom left", "top right"
+    pos_readable = pos.replace("_", " ")
+    sp += f"Place the CTA button at {pos_readable}."
+    payload["scene_prompt"] = sp
+
+
 def _delete_reference_files_after_use(reference_urls: list[str]) -> None:
     """Remove uploaded reference images from disk after generation (do not store after use)."""
     for url in reference_urls or []:
@@ -308,7 +340,11 @@ async def generate_ads(
         raise HTTPException(status_code=400, detail=f"Unknown model: {body.model_key}")
 
     ref_single = (body.reference_image_url or body.product_image_url or "").strip() or None
-    reference_urls = _build_reference_urls(ref_single, body.model_key, request)
+    if body.reference_image_url:
+        product_urls = None
+    else:
+        product_urls = [u.strip() for u in (body.product_image_urls or []) if (u and u.strip().startswith("http"))][:3]
+    reference_urls = _build_reference_urls(product_urls, ref_single, body.model_key, request)
     sem = asyncio.Semaphore(GENERATE_ADS_CONCURRENCY)
     username = (_user or {}).get("username", "")
 
@@ -339,6 +375,7 @@ async def generate_ads(
             if sp and not sp.endswith("."):
                 sp += "."
             payload["scene_prompt"] = f"{sp} Include the Amalfa logo visibly in the composition."
+        _inject_cta_position_into_scene(payload)
         prompt_for_model = json.dumps(payload, indent=2)
         async with sem:
             url, err = await generate_image(
@@ -384,7 +421,11 @@ async def _stream_generate_ads(
         yield _sse_message({"event": "error", "message": f"Unknown model: {body.model_key}"})
         return
     ref_single = (body.reference_image_url or body.product_image_url or "").strip() or None
-    reference_urls = _build_reference_urls(ref_single, body.model_key, request)
+    if body.reference_image_url:
+        product_urls = None
+    else:
+        product_urls = [u.strip() for u in (body.product_image_urls or []) if (u and u.strip().startswith("http"))][:3]
+    reference_urls = _build_reference_urls(product_urls, ref_single, body.model_key, request)
     sem = asyncio.Semaphore(GENERATE_ADS_CONCURRENCY)
 
     async def process_one(item: dict):
@@ -407,13 +448,14 @@ async def _stream_generate_ads(
             ad_copy = dict(payload["ad_copy"])
             ad_copy.pop("body", None)
             payload["ad_copy"] = ad_copy
-        # For multi-reference models: instruct to include Amalfa logo in the image
+        # For multi-reference models: instruct to include Amalfa logo when we have multiple refs
         if body.model_key in REFERENCE_IMAGE_MODELS and len(reference_urls) > 1:
             payload = dict(payload)
             sp = (payload.get("scene_prompt") or "").strip()
             if sp and not sp.endswith("."):
                 sp += "."
             payload["scene_prompt"] = f"{sp} Include the Amalfa logo visibly in the composition."
+        _inject_cta_position_into_scene(payload)
         prompt_for_model = json.dumps(payload, indent=2)
         async with sem:
             url, err = await generate_image(

backend/app/r2.py

@@ -11,8 +11,14 @@ from typing import Optional
 # Presigned URL expiry: 7 days (max for sigv4 is 7 days)
 PRESIGNED_EXPIRY = 7 * 24 * 3600
 
+# Reuse a single boto3 client to avoid creating new connections every call (prevents ResourceWarning for unclosed SSL sockets)
+_client_cache: Optional[tuple] = None  # (client, bucket) or None
+
 
 def _get_client():
+    global _client_cache
+    if _client_cache is not None:
+        return _client_cache
     import boto3
     endpoint = os.environ.get("R2_ENDPOINT", "").strip()
     bucket = os.environ.get("R2_BUCKET_NAME", "").strip()
@@ -27,7 +33,8 @@ def _get_client():
         aws_secret_access_key=secret,
         region_name="auto",
     )
-    return client, bucket
+    _client_cache = (client, bucket)
+    return _client_cache
 
 
 def upload_creative_image(
@@ -95,7 +102,11 @@ def get_object(r2_key: str) -> Optional[bytes]:
         return None
     try:
         resp = client.get_object(Bucket=bucket, Key=r2_key)
-        return resp["Body"].read()
+        body = resp["Body"]
+        try:
+            return body.read()
+        finally:
+            body.close()
     except Exception:
         return None
 

backend/app/replicate_image.py

@@ -14,7 +14,7 @@ import replicate
 from replicate.exceptions import ReplicateError
 
 # Replicate model registry: image-to-image models only (reference image support)
-REFERENCE_IMAGE_MODELS = {"nano-banana", "nano-banana-pro"}
+REFERENCE_IMAGE_MODELS = {"nano-banana", "nano-banana-pro", "grok-imagine"}
 
 MODEL_REGISTRY: dict[str, dict[str, Any]] = {
     "nano-banana": {
@@ -27,6 +27,14 @@ MODEL_REGISTRY: dict[str, dict[str, Any]] = {
         "param_name": "aspect_ratio",
         "uses_dimensions": False,
     },
+    "grok-imagine": {
+        "id": "xai/grok-imagine-image",
+        "param_name": "aspect_ratio",
+        "uses_dimensions": False,
+        # Replicate expects single "image" (uri) for editing; not "image_input" list
+        "reference_key": "image",
+        "reference_single": True,
+    },
     # "flux-2-max": {
     #     "id": "black-forest-labs/flux-2-max",
     #     "param_name": "aspect_ratio",
@@ -169,7 +177,11 @@ def generate_image_sync(
     input_data = {"prompt": prompt, "seed": seed}
     urls = [u for u in (reference_image_urls or []) if u and isinstance(u, str) and u.strip()]
     if urls and model_key in REFERENCE_IMAGE_MODELS:
-        input_data["image_input"] = urls
+        ref_key = cfg.get("reference_key") or "image_input"
+        if cfg.get("reference_single"):
+            input_data[ref_key] = urls[0]
+        else:
+            input_data[ref_key] = urls
     if cfg.get("uses_dimensions"):
         input_data["width"] = width
         input_data["height"] = height

backend/app/scraper.py

@@ -75,7 +75,7 @@ def scrape_product(url: str) -> dict[str, Any]:
                     product["price"] = str(data["offers"][0].get("price", ""))
                 if data.get("image"):
                     imgs = data["image"] if isinstance(data["image"], list) else [data["image"]]
-                    product["product_images"] = ", ".join(str(u).strip() for u in imgs[:10] if u)
+                    product["product_images"] = ", ".join(str(u).strip() for u in imgs[:9] if u)
                 if product["product_name"] and product["price"]:
                     break
         except (json.JSONDecodeError, TypeError):
@@ -119,15 +119,36 @@ def scrape_product(url: str) -> dict[str, Any]:
                 desc_el.get_text() if hasattr(desc_el, "get_text") else (desc_el.get("content") or "")
             )
 
-    if not product["product_images"]:
-        seen = set()
-        for img in soup.select("img[src*='cdn.shopify'], img[data-src*='shopify'], img[src*='amalfa']")[:20]:
-            if len(seen) >= 10:
-                break
-            src = (img.get("data-src") or img.get("src") or "").split("?")[0].strip()
-            if src and src.startswith("http") and src not in seen:
-                seen.add(src)
-                product["product_images"] = (product["product_images"] + ", " + src).strip(", ")
+    # Shopify product JSON has the full images list (primary source for product images)
+    path_parts = (parsed.path or "").strip("/").split("/")
+    if path_parts and path_parts[0] == "products" and len(path_parts) >= 2:
+        handle = path_parts[1]
+        product_json_url = f"{parsed.scheme}://{parsed.netloc}/products/{handle}.json"
+        try:
+            r = requests.get(product_json_url, headers={**headers, "Accept": "application/json"}, timeout=10)
+            if r.ok:
+                data = r.json()
+                # Shopify Ajax API: root is the product object, or wrapped as {"product": {...}}
+                prod = data.get("product") if isinstance(data.get("product"), dict) else data
+                if isinstance(prod, dict):
+                    images = prod.get("images")
+                    if isinstance(images, list) and len(images) >= 1:
+                        urls = []
+                        for img in images[:9]:
+                            u = None
+                            if isinstance(img, dict) and img.get("src"):
+                                u = (img.get("src") or "").strip()
+                            elif isinstance(img, str) and img.strip():
+                                u = img.strip()
+                            if u:
+                                if u.startswith("//"):
+                                    u = "https:" + u
+                                if u.startswith("http") and u not in urls:
+                                    urls.append(u)
+                        if urls:
+                            product["product_images"] = ", ".join(urls)
+        except (requests.RequestException, ValueError, KeyError):
+            pass
 
     path = (parsed.path or "").lower()
     if "earring" in path:
@@ -144,4 +165,11 @@ def scrape_product(url: str) -> dict[str, Any]:
     if not product["category"]:
         product["category"] = "Jewellery"
 
+    # Log scraped data for verification (especially product images)
+    _images = [u.strip() for u in (product.get("product_images") or "").split(",") if u.strip()]
+    print(
+        "[scraper] product_name=%r category=%r | product_images count=%d | urls=%s"
+        % (product.get("product_name"), product.get("category"), len(_images), _images)
+    )
+
     return product

backend/data/gallery/admin.json

@@ -736,5 +736,626 @@
     "creative_id": 9,
     "product_name": "Blue Necklace for Women \u2013 Sapphire Diamond V-Curve Design - Amalfa",
     "created_at": "2026-02-23T12:19:17.750724+00:00"
+  },
+  {
+    "id": "6e745b4d-bb2a-4adb-b237-bcd19328fdd7",
+    "username": "admin",
+    "r2_key": "creatives/14-Minimalist-Approach-4ea7a20c.png",
+    "concept_name": "Minimalist Approach",
+    "creative_id": 14,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:03.929805+00:00"
+  },
+  {
+    "id": "7bede04f-d8a7-4048-b864-a9e65264d484",
+    "username": "admin",
+    "r2_key": "creatives/1-Dark-Moody-Glam-1a1e3e30.png",
+    "concept_name": "Dark Moody Glam",
+    "creative_id": 1,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:03.961672+00:00"
+  },
+  {
+    "id": "f17febdf-5a55-42f2-8b9e-887b63fdbb0a",
+    "username": "admin",
+    "r2_key": "creatives/3-Flat-Lay-Elegance-6e16b88d.png",
+    "concept_name": "Flat Lay Elegance",
+    "creative_id": 3,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:06.589406+00:00"
+  },
+  {
+    "id": "bea60965-1cf8-468d-babe-33c39244eb2a",
+    "username": "admin",
+    "r2_key": "creatives/15-Heirloom-Depth-c3ba5bc3.png",
+    "concept_name": "Heirloom Depth",
+    "creative_id": 15,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:18.774940+00:00"
+  },
+  {
+    "id": "64695c6f-5c92-448c-a0b5-be55cb727eb7",
+    "username": "admin",
+    "r2_key": "creatives/4-Social-Proof-Spotlight-57e68f76.png",
+    "concept_name": "Social Proof Spotlight",
+    "creative_id": 4,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:19.087703+00:00"
+  },
+  {
+    "id": "a5f3a6b6-eb33-4665-be2e-5bab1c207653",
+    "username": "admin",
+    "r2_key": "creatives/9-Gift-Reveal-Surprise-62e4246b.png",
+    "concept_name": "Gift Reveal Surprise",
+    "creative_id": 9,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:20.148585+00:00"
+  },
+  {
+    "id": "7a0b2e2b-96b2-475b-ad75-a494d5903496",
+    "username": "admin",
+    "r2_key": "creatives/10-Current-Festival-Glam-7c19e717.png",
+    "concept_name": "Current Festival Glam",
+    "creative_id": 10,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:29.236596+00:00"
+  },
+  {
+    "id": "ea3698fe-c531-4274-b521-544c08d9883e",
+    "username": "admin",
+    "r2_key": "creatives/5-Witty-Copy-Led-Charm-37943b47.png",
+    "concept_name": "Witty Copy-Led Charm",
+    "creative_id": 5,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:30.671569+00:00"
+  },
+  {
+    "id": "7e7f691a-b63d-4652-9917-c0c6458fa118",
+    "username": "admin",
+    "r2_key": "creatives/16-Power-Suit-Chic-2760bbfe.png",
+    "concept_name": "Power Suit Chic",
+    "creative_id": 16,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:40.696472+00:00"
+  },
+  {
+    "id": "2859010d-0523-498e-8edb-41598c3ffb8e",
+    "username": "admin",
+    "r2_key": "creatives/11-Price-Confidence-High-0989c0bd.png",
+    "concept_name": "Price Confidence High",
+    "creative_id": 11,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:41.085659+00:00"
+  },
+  {
+    "id": "4bd85468-a91f-4d6d-b0e7-9f747239ceb9",
+    "username": "admin",
+    "r2_key": "creatives/17-Scarcity-Drop-0e221b5a.png",
+    "concept_name": "Scarcity Drop",
+    "creative_id": 17,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:46.229732+00:00"
+  },
+  {
+    "id": "2bc0a8c7-b1a9-497a-8279-131f5fcdf76c",
+    "username": "admin",
+    "r2_key": "creatives/6-Lifestyle-Chic-85afdf64.png",
+    "concept_name": "Lifestyle Chic",
+    "creative_id": 6,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:51.349440+00:00"
+  },
+  {
+    "id": "3b1d7789-7b37-4475-89ec-16edcaaf1edf",
+    "username": "admin",
+    "r2_key": "creatives/12-One-Word-Dominance-3f9cdd6d.png",
+    "concept_name": "One-Word Dominance",
+    "creative_id": 12,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:42:54.209877+00:00"
+  },
+  {
+    "id": "745bb348-6366-4497-923d-c806447a8957",
+    "username": "admin",
+    "r2_key": "creatives/7-Texture-Contrast-91cc606f.png",
+    "concept_name": "Texture Contrast",
+    "creative_id": 7,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:43:01.462742+00:00"
+  },
+  {
+    "id": "508a8cf1-6b25-43d7-80fa-0e72cb0d8271",
+    "username": "admin",
+    "r2_key": "creatives/13-Macro-Extreme-Closeup-651eb75e.png",
+    "concept_name": "Macro Extreme Closeup",
+    "creative_id": 13,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:43:05.123687+00:00"
+  },
+  {
+    "id": "f6a66f16-b8a3-403b-94fb-3196b2d5a3a4",
+    "username": "admin",
+    "r2_key": "creatives/2-Dark-Moody-Social-Vibe-6d2d3de7.png",
+    "concept_name": "Dark Moody Social Vibe",
+    "creative_id": 2,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:43:07.851582+00:00"
+  },
+  {
+    "id": "f9be4c0d-7608-42c6-8ff7-35aeb9898fc5",
+    "username": "admin",
+    "r2_key": "creatives/8-Shadow-Play-c4deda87.png",
+    "concept_name": "Shadow Play",
+    "creative_id": 8,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:43:11.405852+00:00"
+  },
+  {
+    "id": "4f27fdba-65e8-4d7a-976d-00d4a2919813",
+    "username": "admin",
+    "r2_key": "creatives/19-WhatsApp-Chat-Style-Inquiry-15fb01ed.png",
+    "concept_name": "WhatsApp Chat Style Inquiry",
+    "creative_id": 19,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:43:16.715506+00:00"
+  },
+  {
+    "id": "785980b5-6dda-4015-8acd-40c4f2b66682",
+    "username": "admin",
+    "r2_key": "creatives/20-Customer-Review-Card-89e5c2c9.png",
+    "concept_name": "Customer Review Card",
+    "creative_id": 20,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:43:19.206733+00:00"
+  },
+  {
+    "id": "8765c0e9-cabd-4d69-8af1-e7267e4d3504",
+    "username": "admin",
+    "r2_key": "creatives/18-Instagram-DM---Customer-Inquiry-cb8015f8.png",
+    "concept_name": "Instagram DM - Customer Inquiry",
+    "creative_id": 18,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T09:43:24.054305+00:00"
+  },
+  {
+    "id": "e779a1a4-e990-45f2-9a76-703e5c695d67",
+    "username": "admin",
+    "r2_key": "creatives/2-Dark-Moody-5e9c5a30.png",
+    "concept_name": "Dark Moody",
+    "creative_id": 2,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:17:32.198305+00:00"
+  },
+  {
+    "id": "1da2f0cc-aebf-4403-b554-c3ef41a40dd1",
+    "username": "admin",
+    "r2_key": "creatives/13-Macro-Extreme-Closeup-a35a0891.png",
+    "concept_name": "Macro Extreme Closeup",
+    "creative_id": 13,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:17:33.980116+00:00"
+  },
+  {
+    "id": "1c8bfabd-04ec-48ed-9b92-582bd974e897",
+    "username": "admin",
+    "r2_key": "creatives/6-Lifestyle-tight-crop-b544f17a.png",
+    "concept_name": "Lifestyle (tight crop)",
+    "creative_id": 6,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:17:37.519854+00:00"
+  },
+  {
+    "id": "92520dfc-8413-47a7-8886-02177b086fee",
+    "username": "admin",
+    "r2_key": "creatives/9-Gift-Reveal-46faee3e.png",
+    "concept_name": "Gift Reveal",
+    "creative_id": 9,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:17:46.424925+00:00"
+  },
+  {
+    "id": "ba2a758a-8997-4373-ab11-5d5da5442dd5",
+    "username": "admin",
+    "r2_key": "creatives/5-Witty-Copy-Led-01e8af7e.png",
+    "concept_name": "Witty Copy-Led",
+    "creative_id": 5,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:17:48.823124+00:00"
+  },
+  {
+    "id": "6525db1c-0b89-466b-a37f-31dd654faccb",
+    "username": "admin",
+    "r2_key": "creatives/16-Power-Suit-5b601f35.png",
+    "concept_name": "Power Suit",
+    "creative_id": 16,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:17:48.903056+00:00"
+  },
+  {
+    "id": "8aff2830-d0d8-4aa0-ae7a-df0468d00151",
+    "username": "admin",
+    "r2_key": "creatives/1-Dark-Moody-daaf89fc.png",
+    "concept_name": "Dark Moody",
+    "creative_id": 1,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:00.348071+00:00"
+  },
+  {
+    "id": "77e32f63-58f5-4698-9420-8ed34feb1020",
+    "username": "admin",
+    "r2_key": "creatives/8-Shadow-Play-a926da7e.png",
+    "concept_name": "Shadow Play",
+    "creative_id": 8,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:04.896400+00:00"
+  },
+  {
+    "id": "fffc0377-e16d-433a-8ad8-105f5912bd2f",
+    "username": "admin",
+    "r2_key": "creatives/12-One-Word-Dominance-926a030c.png",
+    "concept_name": "One-Word Dominance",
+    "creative_id": 12,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:08.775630+00:00"
+  },
+  {
+    "id": "a07d35ce-42ee-402f-acaa-e61dfdb73a9f",
+    "username": "admin",
+    "r2_key": "creatives/15-Heirloom-Depth-1097ecb1.png",
+    "concept_name": "Heirloom Depth",
+    "creative_id": 15,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:13.762131+00:00"
+  },
+  {
+    "id": "c5cd5f72-e335-4a04-a955-309464a19226",
+    "username": "admin",
+    "r2_key": "creatives/4-Social-Proof-74e453e7.png",
+    "concept_name": "Social Proof",
+    "creative_id": 4,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:20.469506+00:00"
+  },
+  {
+    "id": "b0cad0b8-c8c1-4156-9f44-16f6925dacdb",
+    "username": "admin",
+    "r2_key": "creatives/11-Price-Confidence-06686ebf.png",
+    "concept_name": "Price Confidence",
+    "creative_id": 11,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:29.878120+00:00"
+  },
+  {
+    "id": "7d9cc1c6-7370-49de-baae-971805858412",
+    "username": "admin",
+    "r2_key": "creatives/14-Minimal-8e1010b3.png",
+    "concept_name": "Minimal",
+    "creative_id": 14,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:30.723586+00:00"
+  },
+  {
+    "id": "8daba081-7103-4681-9f08-918626c74391",
+    "username": "admin",
+    "r2_key": "creatives/7-Texture-Contrast-618a17e1.png",
+    "concept_name": "Texture Contrast",
+    "creative_id": 7,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:32.607349+00:00"
+  },
+  {
+    "id": "d52f7628-8272-4388-b361-85b68ae73f69",
+    "username": "admin",
+    "r2_key": "creatives/3-Flat-Lay-a26cb391.png",
+    "concept_name": "Flat Lay",
+    "creative_id": 3,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:42.769422+00:00"
+  },
+  {
+    "id": "5e15219b-b2be-45a4-a35f-79b245b60fa5",
+    "username": "admin",
+    "r2_key": "creatives/10-Current-Festival-e3d83c12.png",
+    "concept_name": "Current Festival",
+    "creative_id": 10,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:18:48.000973+00:00"
+  },
+  {
+    "id": "db94cad0-ad72-4e6d-a9bd-d9df9303d117",
+    "username": "admin",
+    "r2_key": "creatives/15-Minimalist-Charm-fc4c7956.png",
+    "concept_name": "Minimalist Charm",
+    "creative_id": 15,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:33:58.596349+00:00"
+  },
+  {
+    "id": "d168f8a4-1a66-4fc7-98bc-8202e377bc23",
+    "username": "admin",
+    "r2_key": "creatives/7-Texture-Play-a2f3db6b.png",
+    "concept_name": "Texture Play",
+    "creative_id": 7,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:33:58.604281+00:00"
+  },
+  {
+    "id": "0edfb96b-8796-44b9-acbd-1d523a4ffb5d",
+    "username": "admin",
+    "r2_key": "creatives/3-Chic-Flat-Lay-36c1bf05.png",
+    "concept_name": "Chic Flat Lay",
+    "creative_id": 3,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:12.398133+00:00"
+  },
+  {
+    "id": "160285c4-62a8-4130-b877-a9ae74cbb43b",
+    "username": "admin",
+    "r2_key": "creatives/10-Festival-Vibes-34cccf88.png",
+    "concept_name": "Festival Vibes",
+    "creative_id": 10,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:14.297871+00:00"
+  },
+  {
+    "id": "a353329a-e0a6-4c58-b5e9-494e9d760fa0",
+    "username": "admin",
+    "r2_key": "creatives/6-Lifestyle-Glam-04e24cde.png",
+    "concept_name": "Lifestyle Glam",
+    "creative_id": 6,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:18.430501+00:00"
+  },
+  {
+    "id": "c03d2072-b79e-4657-9243-9495ee926bbd",
+    "username": "admin",
+    "r2_key": "creatives/14-Macro-Closeup-10fa60dc.png",
+    "concept_name": "Macro Closeup",
+    "creative_id": 14,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:23.923682+00:00"
+  },
+  {
+    "id": "8684c452-0c1b-49d9-a6a5-ac969990d204",
+    "username": "admin",
+    "r2_key": "creatives/2-Radiant-Elegance-9dcff3dd.png",
+    "concept_name": "Radiant Elegance",
+    "creative_id": 2,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:32.729580+00:00"
+  },
+  {
+    "id": "a2646d94-75dc-4e7d-8283-a3e6591c647c",
+    "username": "admin",
+    "r2_key": "creatives/5-Witty-Charm-bd3d3b1e.png",
+    "concept_name": "Witty Charm",
+    "creative_id": 5,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:34.106254+00:00"
+  },
+  {
+    "id": "e92abf81-ec8b-4531-b648-4cf55dc3bc04",
+    "username": "admin",
+    "r2_key": "creatives/9-Gift-Reveal-0b35de7a.png",
+    "concept_name": "Gift Reveal",
+    "creative_id": 9,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:36.671070+00:00"
+  },
+  {
+    "id": "57ea76a9-5444-4710-a33d-07423268efff",
+    "username": "admin",
+    "r2_key": "creatives/1-Dark-Moody-Elegance-5aa2ce05.png",
+    "concept_name": "Dark Moody Elegance",
+    "creative_id": 1,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:46.851431+00:00"
+  },
+  {
+    "id": "f7298eef-76f7-4724-a042-49da6a7dcf60",
+    "username": "admin",
+    "r2_key": "creatives/8-Shadow-Play-5a09b719.png",
+    "concept_name": "Shadow Play",
+    "creative_id": 8,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:47.289001+00:00"
+  },
+  {
+    "id": "abc36468-387c-4433-a7d2-7aee945defcf",
+    "username": "admin",
+    "r2_key": "creatives/13-One-Word-Dominance-296bdf4e.png",
+    "concept_name": "One-Word Dominance",
+    "creative_id": 13,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:50.335849+00:00"
+  },
+  {
+    "id": "d1b41950-b145-45b1-ab07-919d5d096a99",
+    "username": "admin",
+    "r2_key": "creatives/17-Power-Suit-a775ba83.png",
+    "concept_name": "Power Suit",
+    "creative_id": 17,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:34:59.210348+00:00"
+  },
+  {
+    "id": "f5482521-7f1a-489f-b272-4d2c6735f738",
+    "username": "admin",
+    "r2_key": "creatives/12-Price-Confidence---Small-981718c6.png",
+    "concept_name": "Price Confidence - Small",
+    "creative_id": 12,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:35:01.517523+00:00"
+  },
+  {
+    "id": "f7c14cfe-ebae-4ee3-a709-648e8903a27d",
+    "username": "admin",
+    "r2_key": "creatives/4-Real-Voices-5b17579a.png",
+    "concept_name": "Real Voices",
+    "creative_id": 4,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:35:07.338190+00:00"
+  },
+  {
+    "id": "2ed1b057-7aec-4e93-bff2-6db3f75aaf5a",
+    "username": "admin",
+    "r2_key": "creatives/16-Texture-Contrast-a6e856cf.png",
+    "concept_name": "Texture Contrast",
+    "creative_id": 16,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:10.063248+00:00"
+  },
+  {
+    "id": "543ae31d-cb35-4d5f-b4f2-97e213f89814",
+    "username": "admin",
+    "r2_key": "creatives/8-Minimalistic-Charm-c6ad6f97.png",
+    "concept_name": "Minimalistic Charm",
+    "creative_id": 8,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:10.112898+00:00"
+  },
+  {
+    "id": "bd14ee56-2a6c-452a-9e21-e17d91b6b00c",
+    "username": "admin",
+    "r2_key": "creatives/5-Versatile-Everyday-Wear-e6412444.png",
+    "concept_name": "Versatile Everyday Wear",
+    "creative_id": 5,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:11.259314+00:00"
+  },
+  {
+    "id": "80d6d5cb-24d5-4e54-8613-24562cdd3503",
+    "username": "admin",
+    "r2_key": "creatives/7-Price-Confidence-6d6b9e66.png",
+    "concept_name": "Price Confidence",
+    "creative_id": 7,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:22.743246+00:00"
+  },
+  {
+    "id": "d3e70d20-89fd-4e4b-b606-13f5e8d1aebe",
+    "username": "admin",
+    "r2_key": "creatives/12-Power-Suit-44eb169d.png",
+    "concept_name": "Power Suit",
+    "creative_id": 12,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:27.395562+00:00"
+  },
+  {
+    "id": "5c2c1b6a-bb23-4f5f-acac-e4aac38e6d24",
+    "username": "admin",
+    "r2_key": "creatives/4-Festive-Glam-6d464c14.png",
+    "concept_name": "Festive Glam",
+    "creative_id": 4,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:27.807595+00:00"
+  },
+  {
+    "id": "95671da4-b03f-40f4-a870-76207561f655",
+    "username": "admin",
+    "r2_key": "creatives/20-Every-Moment-Matters-206d3041.png",
+    "concept_name": "Every Moment Matters",
+    "creative_id": 20,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:33.318649+00:00"
+  },
+  {
+    "id": "a8cc3082-b5ba-443a-825c-a14328bc2d0b",
+    "username": "admin",
+    "r2_key": "creatives/1-Self-Love-Celebration-f0da018d.png",
+    "concept_name": "Self-Love Celebration",
+    "creative_id": 1,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:39.876208+00:00"
+  },
+  {
+    "id": "7d5bae94-92a1-4902-bf64-c5b219feeda1",
+    "username": "admin",
+    "r2_key": "creatives/3-Anniversary-Sparkle-45039534.png",
+    "concept_name": "Anniversary Sparkle",
+    "creative_id": 3,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:46.136806+00:00"
+  },
+  {
+    "id": "9f154b9f-b754-4331-8f13-449e481e7fb6",
+    "username": "admin",
+    "r2_key": "creatives/10-Macro-Detail-d7f2ddad.png",
+    "concept_name": "Macro Detail",
+    "creative_id": 10,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:47.065962+00:00"
+  },
+  {
+    "id": "2502a941-04ee-45e5-b040-db943cfa1d0f",
+    "username": "admin",
+    "r2_key": "creatives/6-Bridesmaids-Choice-c2b885cd.png",
+    "concept_name": "Bridesmaid's Choice",
+    "creative_id": 6,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:51.332813+00:00"
+  },
+  {
+    "id": "3b77b4e1-20d6-419b-a0de-c38fe5496b44",
+    "username": "admin",
+    "r2_key": "creatives/2-Self-Gift-for-Rakhi-6521f2dc.png",
+    "concept_name": "Self-Gift for Rakhi",
+    "creative_id": 2,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:55:59.240941+00:00"
+  },
+  {
+    "id": "0a5e24d7-fda6-4ada-ba13-936a7d84f3a1",
+    "username": "admin",
+    "r2_key": "creatives/9-One-Word-Dominance-14fa2ead.png",
+    "concept_name": "One-Word Dominance",
+    "creative_id": 9,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:56:02.161194+00:00"
+  },
+  {
+    "id": "a86e0dd7-ed23-4bda-ab59-70005c67611f",
+    "username": "admin",
+    "r2_key": "creatives/17-Shadow-Play-797fb720.png",
+    "concept_name": "Shadow Play",
+    "creative_id": 17,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:56:07.772501+00:00"
+  },
+  {
+    "id": "6f152d6c-4fa3-419a-8835-6b9ed8ed63fb",
+    "username": "admin",
+    "r2_key": "creatives/1-Self-Love-Celebration-45dd8fa4.png",
+    "concept_name": "Self-Love Celebration",
+    "creative_id": 1,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:56:54.917666+00:00"
+  },
+  {
+    "id": "99d130ae-ec14-47ae-a93b-8270eee1a927",
+    "username": "admin",
+    "r2_key": "creatives/1-Self-Love-Celebration-f572159f.png",
+    "concept_name": "Self-Love Celebration",
+    "creative_id": 1,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:59:11.757749+00:00"
+  },
+  {
+    "id": "1fa39ae8-1bd8-4c07-8d85-fb1f65d039d8",
+    "username": "admin",
+    "r2_key": "creatives/2-Self-Gift-for-Rakhi-24be702d.png",
+    "concept_name": "Self-Gift for Rakhi",
+    "creative_id": 2,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:59:42.683083+00:00"
+  },
+  {
+    "id": "675d3c29-08ab-4c72-95ce-1d78c609cd36",
+    "username": "admin",
+    "r2_key": "creatives/3-Anniversary-Sparkle-344c0228.png",
+    "concept_name": "Anniversary Sparkle",
+    "creative_id": 3,
+    "product_name": "Aria Tassel Dangler - Trendy & Stylish Earrings for Women",
+    "created_at": "2026-02-24T10:59:44.437991+00:00"
   }
 ]

backend/requirements.txt

@@ -10,4 +10,4 @@ httpx==0.28.1
 bcrypt>=4.0,<5
 pyjwt==2.10.1
 boto3>=1.35,<2
-duckduckgo-search>=7.0,<8
+ddgs>=7.0,<8

frontend/src/App.jsx

@@ -25,6 +25,107 @@ const THEMES = [
   { id: 'champagne', label: 'Champagne' },
 ]
 
+const TARGET_AUDIENCE_OPTIONS = [
+  "Women 18–24",
+  "Women 25–34",
+  "Women 35–44",
+  "Urban Tier 1 Women",
+  "Urban Tier 2 Women",
+  "Working Professionals",
+  "Corporate Women",
+  "Women Entrepreneurs",
+  "Disposable Income ₹30k+",
+  "Living Independently",
+  "Married, No Kids",
+  "Newly Married",
+  "Single Women",
+  "Monthly Online Shoppers",
+  "English Digital-first",
+  "Demi-fine Jewelry Buyers",
+  "Minimalist Lovers",
+  "Statement Buyers",
+  "Everyday Wear Buyers",
+  "Occasion Shoppers",
+  "Layering Lovers",
+  "Choker Buyers",
+  "CZ Jewelry Fans",
+  "Anti-tarnish Seekers",
+  "Hypoallergenic Buyers",
+  "Gold Finish Lovers",
+  "Silver Finish Lovers",
+  "Indo-western Fans",
+  "Contemporary Ethnic",
+  "Sustainable Shoppers",
+  "Premium Accessories",
+  "IG Jewelry Followers",
+  "Pinterest Users",
+  "Fashion Discovery",
+  "Outfit Reel Savers",
+  "Online Jewelry Shoppers",
+  "Cart Abandoners",
+  "Instagram Shop Users",
+  "Google Shoppers",
+  "Self-Gifters",
+  "Repeat Buyers",
+  "Sale-responsive",
+  "Value Premium Buyers",
+  "₹1.5k–₹3k Buyers",
+  "COD Buyers",
+  "UPI-first",
+  "Mobile-only",
+  "D2C Followers",
+  "Instagram Trusters",
+  "Brand Switchers",
+  "Limited Edition Buyers",
+  "First-time Buyers",
+  "Impulse Buyers",
+  "Birthday Self-Gift",
+  "Anniversary Buyers",
+  "Wedding Guests",
+  "Bridesmaids",
+  "Festive Buyers",
+  "Rakhi Self-Gift",
+  "Valentine Self-love",
+  "New Year Parties",
+  "Office Parties",
+  "Vacation Shoppers",
+  "Date-night",
+  "Wedding Season",
+  "Festive Office",
+  "Outfit Completion",
+  "Reel Jewelry",
+  "Fashion Influencer Followers",
+  "Jewelry Influencer Fans",
+  "Styling Reel Fans",
+  "Vogue India",
+  "Elle India",
+  "Harper's Bazaar",
+  "Nykaa Fashion",
+  "Myntra Premium",
+  "Ajio Luxe",
+  "Fashion Page Followers",
+  "Self-love Believers",
+  "Self-rewarders",
+  "Aesthetic Buyers",
+  "Aspirational Value",
+  "Uniqueness Seekers",
+  "Anti-mass Market",
+  "Creative Women",
+  "Fashion Experimenters",
+  "Early Adopters",
+  "Global Trend Followers",
+  "Quiet Luxury Fans",
+  "Instagram-first",
+  "UGC Creators",
+  "Event Goers",
+  "Photo Dressers",
+  "Website Visitors",
+  "Product Viewers",
+  "Add-to-Cart",
+  "Past Purchasers",
+  "Top 10% LAL"
+]
+
 const THEME_CYCLE_MS = 60000
 
 function authHeaders() {
@@ -130,12 +231,27 @@ export default function App() {
   const [generateAdsError, setGenerateAdsError] = useState(null)
   const [editedCreatives, setEditedCreatives] = useState({}) // creative id -> full edited creative object
   const [referenceImageUrl, setReferenceImageUrl] = useState(null) // user custom/upload; null = use product image
+  const [selectedReferenceUrls, setSelectedReferenceUrls] = useState([]) // up to 3 product image URLs user selected for ad generation; order = ref order
+  const [targetAudiences, setTargetAudiences] = useState([]) // selected audience segments for analysis/creatives (multi-select)
+  const [targetAudienceOpen, setTargetAudienceOpen] = useState(false)
+  const targetAudienceDropdownRef = useRef(null)
   const [hasStoredSession, setHasStoredSession] = useState(false)
   const [storedSession, setStoredSession] = useState(null)
   const [lightboxImage, setLightboxImage] = useState(null)
   const generatedAdsSectionRef = useRef(null)
   const prevGeneratingRef = useRef(false)
 
+  // Close target audience dropdown on outside click
+  useEffect(() => {
+    if (!targetAudienceOpen) return
+    const el = targetAudienceDropdownRef.current
+    function handleClick(e) {
+      if (el && !el.contains(e.target)) setTargetAudienceOpen(false)
+    }
+    document.addEventListener('mousedown', handleClick)
+    return () => document.removeEventListener('mousedown', handleClick)
+  }, [targetAudienceOpen])
+
   const handleLogout = useCallback(() => {
     localStorage.removeItem(AUTH_TOKEN_KEY)
     setToken(null)
@@ -230,6 +346,7 @@ export default function App() {
     setGenerateAdsError(null)
     setEditedCreatives({})
     setReferenceImageUrl(null)
+    setSelectedReferenceUrls([])
     setHasStoredSession(false)
     setStoredSession(null)
     try {
@@ -240,7 +357,7 @@ export default function App() {
       const res = await fetch(`${API_BASE}/run/stream`, {
         method: 'POST',
         headers: { 'Content-Type': 'application/json', ...authHeaders() },
-        body: JSON.stringify({ url: trimmed }),
+        body: JSON.stringify({ url: trimmed, target_audience: targetAudiences.length ? targetAudiences : undefined }),
       })
       if (res.status === 401) {
         localStorage.removeItem(AUTH_TOKEN_KEY)
@@ -375,6 +492,59 @@ export default function App() {
             {loading ? 'Generating…' : 'Generate'}
           </button>
         </div>
+        <div className="target-audience-row" ref={targetAudienceDropdownRef}>
+          <span className="target-audience-label">Target audiences (optional)</span>
+          <div className="target-audience-multiselect">
+            <button
+              type="button"
+              onClick={() => !loading && setTargetAudienceOpen((o) => !o)}
+              disabled={loading}
+              className="target-audience-trigger"
+              aria-expanded={targetAudienceOpen}
+              aria-haspopup="listbox"
+            >
+              {targetAudiences.length === 0
+                ? 'Select target audiences…'
+                : `${targetAudiences.length} selected`}
+            </button>
+            {targetAudienceOpen && (
+              <div className="target-audience-dropdown" role="listbox">
+                <div className="target-audience-actions">
+                  <button
+                    type="button"
+                    className="target-audience-action-btn"
+                    onClick={() => setTargetAudiences(TARGET_AUDIENCE_OPTIONS.slice())}
+                  >
+                    Select all
+                  </button>
+                  <button
+                    type="button"
+                    className="target-audience-action-btn"
+                    onClick={() => setTargetAudiences([])}
+                  >
+                    Clear
+                  </button>
+                </div>
+                <div className="target-audience-list">
+                  {TARGET_AUDIENCE_OPTIONS.map((opt) => (
+                    <label key={opt} className="target-audience-option">
+                      <input
+                        type="checkbox"
+                        checked={targetAudiences.includes(opt)}
+                        onChange={() => {
+                          setTargetAudiences((prev) =>
+                            prev.includes(opt) ? prev.filter((x) => x !== opt) : [...prev, opt]
+                          )
+                        }}
+                      />
+                      <span>{opt}</span>
+                    </label>
+                  ))}
+                </div>
+              </div>
+            )}
+          </div>
+        </div>
         {error && <p className="error">{error}</p>}
       </section>
 
@@ -388,7 +558,21 @@ export default function App() {
 
       {(productData || analysis || (adCreatives && adCreatives.length > 0)) && (
         <div className="results">
-          {productData && <ProductCard data={productData} onImageClick={(src, alt) => setLightboxImage({ src, alt })} />}
+          {productData && (
+            <ProductCard
+              data={productData}
+              selectedReferenceUrls={selectedReferenceUrls}
+              onToggleReference={(url) => {
+                setSelectedReferenceUrls((prev) => {
+                  const has = prev.includes(url)
+                  if (has) return prev.filter((u) => u !== url)
+                  if (prev.length >= 3) return prev
+                  return [...prev, url]
+                })
+              }}
+              onImageClick={(src, alt) => setLightboxImage({ src, alt })}
+            />
+          )}
           {analysis && (
             <AnalysisSection
               data={analysis}
@@ -407,7 +591,8 @@ export default function App() {
               }}
               onSelectAll={() => setSelectedForAds((adCreatives || []).map((c) => c.id))}
               onDeselectAll={() => setSelectedForAds([])}
-              productImageUrl={(productData?.product_images || '').split(',')[0]?.trim() || null}
+              productImageUrl={(selectedReferenceUrls && selectedReferenceUrls[0]) || (productData?.product_images || '').split(',')[0]?.trim() || null}
+              selectedReferenceUrls={selectedReferenceUrls}
               referenceImageUrl={referenceImageUrl}
               onReferenceImageUrlChange={setReferenceImageUrl}
               imageModels={imageModels}
@@ -422,6 +607,11 @@ export default function App() {
                 setGeneratingAds(true)
                 setGeneratingAdsTotal(selected.length)
                 setGeneratedAds([])
+                const imageUrls = (productData?.product_images || '').split(',').map((s) => s.trim()).filter(Boolean)
+                const refs = (selectedReferenceUrls && selectedReferenceUrls.length > 0)
+                  ? selectedReferenceUrls.filter((u) => u && imageUrls.includes(u)).slice(0, 3)
+                  : imageUrls.slice(0, 3)
+                const primary = refs[0] || null
                 const body = {
                   creatives: selected.map((c) => {
                     const base = editedCreatives[c.id] ?? c
@@ -429,7 +619,8 @@ export default function App() {
                     return { ...base, scene_prompt: prompt }
                   }),
                   model_key: selectedImageModel,
-                  product_image_url: (productData?.product_images || '').split(',')[0]?.trim() || null,
+                  product_image_url: primary,
+                  product_image_urls: refs.length ? refs : null,
                   reference_image_url: referenceImageUrl || null,
                   product_name: productName,
                 }
@@ -505,23 +696,46 @@ export default function App() {
   )
 }
 
-function ProductCard({ data, onImageClick }) {
-  const imgUrl = (data?.product_images || '').split(',')[0]?.trim()
+function ProductCard({ data, selectedReferenceUrls = [], onToggleReference, onImageClick }) {
+  const imageUrls = (data?.product_images || '')
+    .split(',')
+    .map((s) => s.trim())
+    .filter(Boolean)
+  const multi = imageUrls.length > 1
+  const many = imageUrls.length >= 6
+  const refList = Array.isArray(selectedReferenceUrls) ? selectedReferenceUrls : []
   return (
     <section className="card product-card">
       <h2>Product</h2>
       <div className="product-grid">
-        {imgUrl && (
-          <img
-            src={imgUrl}
-            alt={data?.product_name}
-            className={`product-img ${onImageClick ? 'img-expandable' : ''}`}
-            onClick={() => onImageClick?.(imgUrl, data?.product_name)}
-            role={onImageClick ? 'button' : undefined}
-            tabIndex={onImageClick ? 0 : undefined}
-            onKeyDown={(e) => onImageClick && (e.key === 'Enter' || e.key === ' ') && (e.preventDefault(), onImageClick(imgUrl, data?.product_name))}
-          />
-        )}
+        <div className={`product-gallery ${multi ? 'product-gallery--multi' : ''} ${many ? 'product-gallery--many' : ''}`}>
+          {imageUrls.map((imgUrl, i) => {
+            const refIndex = refList.indexOf(imgUrl)
+            const isSelected = refIndex >= 0
+            const refLabel = isSelected ? `Ref ${refIndex + 1}` : null
+            return (
+              <button
+                key={i}
+                type="button"
+                className={`product-img-wrap ${isSelected ? 'product-img-wrap--selected' : ''}`}
+                onClick={() => onToggleReference?.(imgUrl)}
+                onDoubleClick={() => onImageClick?.(imgUrl, data?.product_name)}
+                title={isSelected ? `Reference ${refIndex + 1} for ad generation (click to remove, double-click to enlarge)` : `Select as reference for ad generation (up to 3; double-click to enlarge)`}
+              >
+                <img
+                  src={imgUrl}
+                  alt={data?.product_name ? `${data.product_name} (${i + 1})` : ''}
+                  className={`product-img ${onImageClick ? 'img-expandable' : ''}`}
+                  draggable={false}
+                />
+                {refLabel && <span className="product-img-badge">{refLabel}</span>}
+              </button>
+            )
+          })}
+          {imageUrls.length > 0 && (
+            <p className="product-gallery-note">Click images to select up to 3 as reference for ad generation (order = ref order). Used in marketing analysis.</p>
+          )}
+        </div>
         <div className="product-meta">
           <h3>{data?.product_name || '—'}</h3>
           <p className="product-price">{data?.price || '—'}</p>
@@ -548,11 +762,14 @@ function AnalysisSection({ data, defaultCollapsed = false }) {
         : data.positioning.slice(0, MAX_PREVIEW_LEN).trim() + '…')
     : ''
   const parts = []
+  if (data.product_visual_notes) parts.push('product visual')
   if (data.tagline_options?.length) parts.push('taglines')
   if (ideal.age_range || ideal.lifestyle) parts.push('ideal customer')
   if (data.emotional_triggers?.length) parts.push('emotional triggers')
   if (priceAnalysis.perception || priceAnalysis.value_framing) parts.push('price')
   if (data.ad_angles?.length) parts.push('ad angles')
+  if (data.shooting_angles?.length) parts.push('shooting angles')
+  if (data.color_worlds?.length) parts.push('color worlds')
   if (data.unique_selling_points?.length) parts.push('USPs')
   if (copyDir.tone) parts.push('copy direction')
   const summaryLabel = parts.length ? parts.join(', ') : ''
@@ -576,6 +793,12 @@ function AnalysisSection({ data, defaultCollapsed = false }) {
       ) : (
         <>
           <div className="analysis-grid">
+            {data.product_visual_notes && (
+              <div className="analysis-block analysis-block--product-visual">
+                <h4>Product visual (from images)</h4>
+                <p>{data.product_visual_notes}</p>
+              </div>
+            )}
             {data.positioning && (
               <div className="analysis-block">
                 <h4>Positioning</h4>
@@ -625,6 +848,18 @@ function AnalysisSection({ data, defaultCollapsed = false }) {
                 </ul>
               </div>
             )}
+            {data.shooting_angles?.length > 0 && (
+              <div className="analysis-block">
+                <h4>Shooting angles</h4>
+                <ul>{data.shooting_angles.map((a, i) => <li key={i}>{a}</li>)}</ul>
+              </div>
+            )}
+            {data.color_worlds?.length > 0 && (
+              <div className="analysis-block">
+                <h4>Color worlds</h4>
+                <ul>{data.color_worlds.map((c, i) => <li key={i}>{c}</li>)}</ul>
+              </div>
+            )}
             {data.unique_selling_points?.length > 0 && (
               <div className="analysis-block">
                 <h4>USPs</h4>
@@ -1022,10 +1257,17 @@ function CreativesSection({
                       >
                         {effective.ad_copy?.price_original}
                       </span>{' '}
-                      {effective.ad_copy?.price_final}
+                      <span className="price-final">{effective.ad_copy?.price_final}</span>
                     </p>
                   )}
-                  <p className="cta-copy">{effective.ad_copy?.cta}</p>
+                  <p className={`cta-copy${effective.cta_position ? ` cta-position-${effective.cta_position}` : ''}`}>
+                    {effective.ad_copy?.cta}
+                    {effective.cta_position && (
+                      <span className="cta-position-badge" title="CTA placement in the ad image">
+                        {' '}({effective.cta_position.replace(/_/g, ' ')})
+                      </span>
+                    )}
+                  </p>
                 </div>
                 <div className="prompt-block">
                   <h5>Scene prompt</h5>

frontend/src/index.css

@@ -366,6 +366,123 @@ a:hover {
   flex-wrap: wrap;
 }
 
+.target-audience-row {
+  display: flex;
+  align-items: center;
+  gap: 0.75rem;
+  flex-wrap: wrap;
+  margin-top: 1rem;
+}
+
+.target-audience-label {
+  font-size: 0.9rem;
+  color: var(--text-soft);
+  white-space: nowrap;
+}
+
+.target-audience-multiselect {
+  position: relative;
+  min-width: 220px;
+  max-width: 100%;
+}
+
+.target-audience-trigger {
+  width: 100%;
+  padding: 0.6rem 0.85rem;
+  background: var(--surface-soft);
+  border: 1px solid var(--border);
+  border-radius: 8px;
+  color: var(--text);
+  font-size: 0.9rem;
+  text-align: left;
+  cursor: pointer;
+  transition: border-color 0.15s, box-shadow 0.15s;
+}
+
+.target-audience-trigger:hover:not(:disabled) {
+  border-color: var(--accent);
+}
+
+.target-audience-trigger:focus {
+  outline: none;
+  border-color: var(--accent);
+  box-shadow: 0 0 0 3px rgba(var(--accent-focus, 100, 116, 139), 0.2);
+}
+
+.target-audience-trigger:disabled {
+  opacity: 0.7;
+  cursor: not-allowed;
+}
+
+.target-audience-dropdown {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  margin-top: 4px;
+  min-width: 320px;
+  max-width: 90vw;
+  max-height: 360px;
+  background: var(--surface);
+  border: 1px solid var(--border);
+  border-radius: 8px;
+  box-shadow: 0 8px 24px rgba(0, 0, 0, 0.15);
+  z-index: 100;
+  display: flex;
+  flex-direction: column;
+  overflow: hidden;
+}
+
+.target-audience-actions {
+  display: flex;
+  gap: 0.5rem;
+  padding: 0.5rem 0.75rem;
+  border-bottom: 1px solid var(--border);
+  flex-shrink: 0;
+}
+
+.target-audience-action-btn {
+  padding: 0.35rem 0.6rem;
+  font-size: 0.8rem;
+  background: var(--surface-soft);
+  border: 1px solid var(--border);
+  border-radius: 6px;
+  color: var(--text-soft);
+  cursor: pointer;
+}
+
+.target-audience-action-btn:hover {
+  color: var(--text);
+  border-color: var(--accent);
+}
+
+.target-audience-list {
+  overflow-y: auto;
+  padding: 0.5rem 0;
+  max-height: 300px;
+}
+
+.target-audience-option {
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+  padding: 0.4rem 0.75rem;
+  font-size: 0.875rem;
+  color: var(--text);
+  cursor: pointer;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+}
+
+.target-audience-option:hover {
+  background: var(--surface-soft);
+}
+
+.target-audience-option input {
+  flex-shrink: 0;
+  accent-color: var(--accent);
+}
+
 .url-input {
   flex: 1;
   min-width: 200px;
@@ -480,6 +597,90 @@ a:hover {
   }
 }
 
+.product-gallery {
+  display: flex;
+  flex-direction: column;
+  gap: 0.5rem;
+}
+
+.product-gallery--multi {
+  flex-direction: row;
+  flex-wrap: wrap;
+  gap: 0.5rem;
+}
+
+.product-gallery--multi .product-img-wrap {
+  width: 70px;
+  height: 70px;
+  flex-shrink: 0;
+}
+
+.product-gallery--multi .product-img-wrap .product-img {
+  width: 100%;
+  height: 100%;
+  aspect-ratio: 1;
+  object-fit: cover;
+  cursor: pointer;
+}
+
+.product-gallery--many .product-img-wrap {
+  width: 56px;
+  height: 56px;
+}
+
+.product-gallery--many .product-img-wrap .product-img {
+  width: 100%;
+  height: 100%;
+}
+
+.product-img-wrap {
+  display: inline-block;
+  position: relative;
+  padding: 0;
+  border: 2px solid transparent;
+  border-radius: 12px;
+  background: none;
+  cursor: pointer;
+  transition: border-color 0.15s ease, box-shadow 0.15s ease;
+}
+
+.product-gallery:not(.product-gallery--multi) .product-img-wrap {
+  width: 100%;
+}
+
+.product-img-wrap:hover {
+  border-color: var(--border);
+}
+
+.product-img-wrap--selected {
+  border-color: var(--accent);
+  box-shadow: 0 0 0 1px var(--accent);
+}
+
+.product-img-wrap .product-img {
+  display: block;
+}
+
+.product-img-badge {
+  position: absolute;
+  bottom: 4px;
+  left: 4px;
+  font-size: 0.65rem;
+  font-weight: 600;
+  text-transform: uppercase;
+  letter-spacing: 0.02em;
+  color: var(--surface);
+  background: var(--accent);
+  padding: 2px 6px;
+  border-radius: 6px;
+}
+
+.product-gallery-note {
+  font-size: 0.75rem;
+  color: var(--muted);
+  margin: 0;
+}
+
 .product-img {
   width: 100%;
   aspect-ratio: 1;
@@ -919,6 +1120,11 @@ a:hover {
   color: var(--accent);
 }
 
+/* Final price: never strikethrough (only original price is styled) */
+.price-final {
+  text-decoration: none !important;
+}
+
 /* Original price display styles (vary per creative) */
 .price-original {
   margin-right: 0.35em;
@@ -962,6 +1168,12 @@ a:hover {
   font-weight: 500;
 }
 
+.cta-position-badge {
+  font-size: 0.8rem;
+  color: var(--muted);
+  font-weight: 400;
+}
+
 .prompt-block {
   margin-top: 1rem;
 }