{
  "report": {
    "id": 142,
    "period": "[swimwear] Jul 14 - Jul 28, 2026 (Part 4 of 11)",
    "created_at": "2026-07-28T20:15:30.500995+00:00"
  },
  "ai_audit": {
    "available": false,
    "exchange_count": 0,
    "exchanges": [],
    "note": "This report was generated before exact AI request and response capture was enabled. The final saved report payload is still included."
  },
  "saved_report_payload": {
    "reasoning_scratchpad": "We validated multiple swimwear and resort-wear trends from the past 14 days, prioritizing visual clusters with strong cross-brand adoption. All unvalidated or single-brand candidate clusters were excluded, leaving robust micro-trends like chocolate brown swimwear, checkerboard prints, crochet cover-ups, and shell jewelry.",
    "content_ideas": [
      {
        "blog_title": "Rich Espresso and Chocolate Brown Swimwear",
        "trend_name": "Espresso and Chocolate Brown Swimwear",
        "trend_type": "color",
        "trend_trajectory": "net_new",
        "historical_note": "Net-new visual theme for the current reporting window, moving away from classic black toward rich earth tones.",
        "description": "Luxurious chocolate brown and espresso tones featured prominently across minimalist bikinis and one-piece swimsuits.",
        "visual_similarity_reason": "All selected images showcase solid chocolate, espresso, or dark coffee-brown swimwear styled against natural outdoor or poolside backgrounds.",
        "instagram_caption": "Rich espresso tones are our new favorite neutral for beach days. 🤎✨\n\nShop the look online now.",
        "trend_signal_strength": "strong",
        "confidence_score": 0.95,
        "keywords": [
          "chocolate brown bikini",
          "espresso swimsuit",
          "neutral swimwear",
          "resort style"
        ],
        "example_media_refs": [
          "175436:1",
          "172311:1",
          "174527:1",
          "173825:1"
        ],
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          173825
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        "matching_image_count": 4,
        "matching_parent_post_count": 4,
        "matching_author_count": 4
      },
      {
        "blog_title": "Open-Work Crochet and Mesh Beach Cover-Ups",
        "trend_name": "Open-Work Crochet and Mesh Beach Cover-Ups",
        "trend_type": "texture",
        "trend_trajectory": "net_new",
        "historical_note": "Net-new texture focus highlighting artisanal open-knit fabrics for resort layering.",
        "description": "Transparent mesh dresses and open-work handmade crochet cover-ups designed for effortless resort-to-street transitions.",
        "visual_similarity_reason": "All matching posts feature sheer, open-knit, or crochet dresses and cover-ups designed over swimwear.",
        "instagram_caption": "The ultimate resort-to-street layers: open-work crochet and airy mesh. 🐚🤍\n\nReady for your next getaway.",
        "trend_signal_strength": "strong",
        "confidence_score": 0.92,
        "keywords": [
          "crochet cover-up",
          "mesh dress",
          "open-work knit",
          "resort wear"
        ],
        "example_media_refs": [
          "175685:1",
          "175691:1",
          "175692:1",
          "175019:1"
        ],
        "example_post_ids": [
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        "matching_image_count": 4,
        "matching_parent_post_count": 4,
        "matching_author_count": 2
      },
      {
        "blog_title": "Nostalgic Puca and Cowrie Shell Jewelry",
        "trend_name": "Layered Seashell and Puca Shell Jewelry",
        "trend_type": "accessory",
        "trend_trajectory": "net_new",
        "historical_note": "Net-new accessory trend capturing coastal nostalgic styling.",
        "description": "Cowrie shell chokers, puca shells, and ocean-inspired beaded necklaces layered with gold hardware for a surfer-girl aesthetic.",
        "visual_similarity_reason": "Each reference highlights distinct seashell chokers or puca shell necklaces worn as statement beach accessories.",
        "instagram_caption": "Bringing coastal nostalgia to every look with layered puca and cowrie shells. 🐚✨\n\nTap to shop our newest accessories.",
        "trend_signal_strength": "strong",
        "confidence_score": 0.94,
        "keywords": [
          "shell necklace",
          "puca shells",
          "cowrie shell jewelry",
          "coastal accessories"
        ],
        "example_media_refs": [
          "173511:1",
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        ],
        "example_post_ids": [
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        "matching_image_count": 4,
        "matching_parent_post_count": 4,
        "matching_author_count": 4
      },
      {
        "blog_title": "Crisp Pastel Blue and Mint Swimwear",
        "trend_name": "Vibrant Pastel Blue and Mint Swimwear",
        "trend_type": "color",
        "trend_trajectory": "net_new",
        "historical_note": "Net-new color palette offering a refreshing contrast to warm earth tones.",
        "description": "Soft powder blues, ice blues, and mint green hues styled across minimalist string bikinis and crochet swim sets.",
        "visual_similarity_reason": "The selected images feature light pastel blue or mint colorways in clean swimwear silhouettes.",
        "instagram_caption": "Refreshing pastel blues and mint greens for sun-drenched days. 🩵🌴\n\nDiscover the collection online.",
        "trend_signal_strength": "strong",
        "confidence_score": 0.91,
        "keywords": [
          "pastel blue bikini",
          "mint green swimwear",
          "powder blue",
          "summer color trend"
        ],
        "example_media_refs": [
          "173468:1",
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        "example_post_ids": [
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        "matching_image_count": 4,
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        "matching_author_count": 4
      },
      {
        "blog_title": "Oversized Natural Raffia and Woven Beach Totes",
        "trend_name": "Oversized Raffia and Woven Beach Totes",
        "trend_type": "accessory",
        "trend_trajectory": "net_new",
        "historical_note": "Net-new functional accessory trend centered around natural woven textures.",
        "description": "Oversized straw bags and natural raffia totes styled as functional, statement accessories for resort getaways.",
        "visual_similarity_reason": "Each image prominently features large natural straw or raffia woven totes styled for beach or resort settings.",
        "instagram_caption": "Pack all your essentials in our oversized natural raffia totes. 🥥🌴\n\nYour new everyday travel bag has arrived.",
        "trend_signal_strength": "strong",
        "confidence_score": 0.93,
        "keywords": [
          "raffia tote",
          "straw beach bag",
          "woven bag",
          "resort accessories"
        ],
        "example_media_refs": [
          "173721:1",
          "174351:1",
          "171840:1",
          "175052:1"
        ],
        "example_post_ids": [
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        ],
        "matching_image_count": 4,
        "matching_parent_post_count": 4,
        "matching_author_count": 4
      },
      {
        "blog_title": "High-Cut Leg and Minimalist String Bikinis",
        "trend_name": "High-Cut Leg and Minimalist String Bikinis",
        "trend_type": "other",
        "trend_trajectory": "sustained",
        "historical_note": "Sustained core swimwear silhouette continuing as a foundational trend.",
        "description": "High-hip cut bottoms paired with delicate string ties and minimalist coverage across diverse color palettes.",
        "visual_similarity_reason": "All matching examples capture high-cut leg silhouettes and adjustable string ties on two-piece swimwear.",
        "instagram_caption": "Designed to elongate and flatter: our signature high-cut leg and string bikinis. ✨👙\n\nFind your perfect fit.",
        "trend_signal_strength": "strong",
        "confidence_score": 0.95,
        "keywords": [
          "high-cut bikini",
          "string bikini",
          "minimalist swimwear",
          "side tie bottoms"
        ],
        "example_media_refs": [
          "172311:1",
          "173238:1",
          "173196:1",
          "174527:1"
        ],
        "example_post_ids": [
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          173196,
          174527
        ],
        "matching_image_count": 4,
        "matching_parent_post_count": 4,
        "matching_author_count": 4
      }
    ],
    "overview_title": "Latest Trends",
    "overview_description": "Resort wardrobes are leaning into rich espresso and chocolate brown tones from @girlnextdoorswim and @sealevelaustralia, contrasted by refreshing pastel blues and mints by @jadeswim and @chloeroseswimwear. Styling relies on effortless texture, pairing open-work crochet cover-ups from @chicfits.ng and oversized raffia totes from @ochrelane with layered puca shells from @societybikini. The season's silhouette is decisively elongated, anchored by high-cut minimalist string bikinis from @dos_gardenias and @tinyeswim.",
    "generation_diagnostics": {
      "available": true,
      "generated_at": "2026-07-28T20:15:43.730809Z",
      "tag": "swimwear",
      "media_scope": "cover_only",
      "generation_strategy": "deep_chunked_two_pass_candidate_discovery_and_validation",
      "report_profile": "deep",
      "model": "google/gemini-3.5-flash-lite",
      "previous_report_context": null,
      "vision_preflight": {
        "enabled": true,
        "since": "2026-07-14T20:05:26.235773Z",
        "media_scope": "cover_only",
        "scoped_post_count": 0,
        "batch_size": 500,
        "max_batches": 20,
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        "images_analyzed": 904,
        "posts_touched": 918,
        "reached_batch_cap": false,
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          {
            "batch_number": 1,
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            "posts_touched": 500,
            "completion_reconciled": false
          },
          {
            "batch_number": 2,
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      "chunking": {
        "enabled": true,
        "chunk_number": 4,
        "chunk_count": 11,
        "max_posts_per_chunk": 200,
        "max_media_per_chunk": 500,
        "chunk_post_count": 200,
        "chunk_media_count": 200,
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        "full_eligible_post_count": 2026,
        "full_source_media_count": 2026
      },
      "criteria": {
        "time_window_days": 14,
        "window_start": "2026-07-14T20:05:26.235773Z",
        "minimum_confidence": 0.7,
        "minimum_matching_images": 4,
        "minimum_parent_posts": 3,
        "maximum_images_per_parent_post": 2,
        "preferred_matching_images": "6-12 when available; 4+ accepted for emerging micro-trends",
        "visual_similarity_is_primary": true,
        "caption_required": false,
        "captionless_posts_included": true,
        "engagement_included_in_prompt": true,
        "single_campaign_trends_excluded": true,
        "media_refs_can_support_multiple_trends": true,
        "deep_report_max_posts": 200,
        "deep_report_max_media": 500,
        "prompt_character_limit": 300000,
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        "media_tag_character_limit": 0
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      "chunk_media_count": 200,
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      "candidate_reasoning_scratchpad": "An extensive sweep across the recent feed reveals dominant resort and coastal aesthetics heavily leaning into summer swimwear, crochet cover-ups, and beach lifestyle imagery. Key recurring visual clusters include classic brown and espresso tones, vibrant checkerboard and geometric prints, and structured resort loungewear separates styled for euro-summer getaways.",
      "validation_reasoning_scratchpad": "We validated multiple swimwear and resort-wear trends from the past 14 days, prioritizing visual clusters with strong cross-brand adoption. All unvalidated or single-brand candidate clusters were excluded, leaving robust micro-trends like chocolate brown swimwear, checkerboard prints, crochet cover-ups, and shell jewelry.",
      "ai_discovered_candidate_count": 7,
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        {
          "candidate_name": "Espresso and Chocolate Brown Swimwear",
          "trend_type": "color",
          "visual_axis": "color",
          "historical_relationship": "net_new",
          "seed_media_count": 3,
          "seed_media_refs": [
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            "chocolate brown bikini",
            "espresso one-piece swimsuit",
            "neutral beach palette",
            "sun-kissed aesthetic"
          ]
        },
        {
          "candidate_name": "Checkerboard and Retro Grid Prints",
          "trend_type": "color",
          "visual_axis": "texture",
          "historical_relationship": "net_new",
          "seed_media_count": 3,
          "seed_media_refs": [
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          ],
          "visual_cues": [
            "checkerboard print bikini",
            "brown and white checkerboard",
            "red and white checkerboard",
            "checkerboard rash guard"
          ]
        },
        {
          "candidate_name": "Open-Work Crochet and Mesh Beach Cover-Ups",
          "trend_type": "texture",
          "visual_axis": "texture",
          "historical_relationship": "net_new",
          "seed_media_count": 3,
          "seed_media_refs": [
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          ],
          "visual_cues": [
            "white crochet cover-up",
            "black fishnet dress",
            "mesh mini dress",
            "openwork knit fabric"
          ]
        },
        {
          "candidate_name": "Layered Seashell and Puca Shell Jewelry",
          "trend_type": "accessory",
          "visual_axis": "accessory",
          "historical_relationship": "net_new",
          "seed_media_count": 3,
          "seed_media_refs": [
            "173511:1",
            "173760:1",
            "175154:1"
          ],
          "visual_cues": [
            "shell choker necklace",
            "puca shell jewelry",
            "cowrie shell accents",
            "beaded shell necklace"
          ]
        },
        {
          "candidate_name": "Vibrant Pastel Blue and Mint Swimwear",
          "trend_type": "color",
          "visual_axis": "color",
          "historical_relationship": "net_new",
          "seed_media_count": 3,
          "seed_media_refs": [
            "173468:1",
            "173186:1",
            "173997:1"
          ],
          "visual_cues": [
            "light blue bikini",
            "powder blue two piece",
            "mint green crochet bikini",
            "pastel blue color palette"
          ]
        },
        {
          "candidate_name": "Oversized Raffia and Woven Beach Totes",
          "trend_type": "accessory",
          "visual_axis": "accessory",
          "historical_relationship": "net_new",
          "seed_media_count": 3,
          "seed_media_refs": [
            "173721:1",
            "174351:1",
            "171840:1"
          ],
          "visual_cues": [
            "brown woven straw bag",
            "oversized tote bag",
            "raffia beach bag",
            "straw tote"
          ]
        },
        {
          "candidate_name": "High-Cut Leg and Minimalist String Bikinis",
          "trend_type": "other",
          "visual_axis": "silhouette",
          "historical_relationship": "net_new",
          "seed_media_count": 3,
          "seed_media_refs": [
            "172311:1",
            "173238:1",
            "173196:1"
          ],
          "visual_cues": [
            "high-cut leg silhouette",
            "string bikini bottoms",
            "minimalist swimwear",
            "side tie bottoms"
          ]
        }
      ],
      "ai_candidate_trend_count": 7,
      "ai_validated_trend_count_before_filter": 7,
      "accepted_trend_count": 6,
      "rejected_trend_count": 1,
      "rejected_trends": [
        {
          "trend_name": "Checkerboard and Retro Grid Prints",
          "confidence_score": 0.9,
          "valid_matching_image_count": 3,
          "matching_parent_post_count": 3,
          "matching_author_count": 3,
          "invalid_or_out_of_scope_media_refs": [],
          "unparseable_media_refs": [],
          "excluded_same_post_media_refs": [],
          "reasons": [
            "Only 3 valid matching images; minimum is 4."
          ]
        }
      ]
    }
  }
}