{ "report": { "id": 143, "period": "[swimwear] Jul 14 - Jul 28, 2026 (Part 5 of 11)", "created_at": "2026-07-28T20:15:43.827484+00:00", "workflow_note": "" }, "generation_diagnostics": { "available": true, "generated_at": "2026-07-28T20:15:58.128493Z", "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, "batch_count": 3, "images_requested": 918, "images_analyzed": 904, "posts_touched": 918, "reached_batch_cap": false, "batches": [ { "batch_number": 1, "images_requested": 500, "images_analyzed": 495, "posts_touched": 500, "completion_reconciled": false }, { "batch_number": 2, "images_requested": 418, "images_analyzed": 409, "posts_touched": 418, "completion_reconciled": false }, { "batch_number": 3, "images_requested": 0, "images_analyzed": 0, "posts_touched": 0, "completion_reconciled": false } ] }, "chunking": { "enabled": true, "chunk_number": 5, "chunk_count": 11, "max_posts_per_chunk": 200, "max_media_per_chunk": 500, "chunk_post_count": 200, "chunk_media_count": 200, "full_source_post_count": 2274, "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, "caption_character_limit": 600, "media_tag_limit": 14, "media_tag_character_limit": 0 }, "source_post_count": 2274, "source_media_count": 2026, "eligible_post_count": 2026, "chunk_post_count": 200, "chunk_media_count": 200, "analyzed_post_count": 200, "analyzed_post_ids": [ 172671, 172113, 173210, 175695, 171941, 174435, 174280, 174766, 174322, 175020, 172644, 174729, 175781, 174538, 172312, 173863, 173512, 174703, 171759, 172645, 174449, 175898, 172072, 173640, 174391, 172493, 174484, 173761, 174152, 172660, 171900, 174208, 173649, 175400, 174507, 173428, 172710, 172290, 174986, 172715, 175745, 171732, 173773, 175053, 173234, 172086, 175622, 174358, 172772, 173571, 173453, 173795, 172689, 173384, 175250, 174018, 174124, 171989, 173322, 173944, 175880, 175588, 175155, 175993, 171841, 171720, 172248, 175934, 176022, 174373, 172064, 172585, 174007, 174010, 172995, 172161, 174384, 174528, 173129, 173924, 173162, 171951, 173581, 174005, 171694, 172539, 174023, 173374, 173739, 173838, 173602, 173235, 173283, 174173, 174567, 173350, 173975, 175083, 173015, 173194, 173293, 172863, 172763, 173031, 173005, 175401, 172137, 175309, 173722, 173813, 172515, 174091, 174539, 173796, 172908, 173101, 172604, 171914, 173365, 171769, 174106, 173440, 171741, 172672, 175230, 172560, 173103, 172673, 175473, 174232, 175084, 173070, 173681, 174209, 173872, 172570, 172404, 172421, 175035, 174311, 176007, 175122, 174174, 173071, 173786, 171792, 172336, 174054, 173898, 172528, 175956, 173174, 172435, 172125, 174721, 171942, 175214, 173257, 175416, 172803, 175813, 174518, 173366, 172711, 175696, 172456, 174353, 172690, 173594, 172950, 172674, 175735, 174557, 173152, 172103, 173061, 173932, 172114, 172445, 172484, 171842, 175390, 173309, 172755, 173050, 173967, 174130, 172260, 172646, 172359, 174722, 173116, 174450, 175646, 175170, 172912, 174767, 174323, 172313, 174156 ], "analyzed_media_count": 200, "analyzed_media_refs": [ "172671:1", "172113:1", "173210:1", "175695:1", "171941:1", "174435:1", "174280:1", "174766:1", "174322:1", "175020:1", "172644:1", "174729:1", "175781:1", "174538:1", "172312:1", "173863:1", "173512:1", "174703:1", "171759:1", "172645:1", "174449:1", "175898:1", "172072:1", "173640:1", "174391:1", "172493:1", "174484:1", "173761:1", "174152:1", "172660:1", "171900:1", "174208:1", "173649:1", "175400:1", "174507:1", "173428:1", "172710:1", "172290:1", "174986:1", "172715:1", "175745:1", "171732:1", "173773:1", "175053:1", "173234:1", "172086:1", "175622:1", "174358:1", "172772:1", "173571:1", "173453:1", "173795:1", "172689:1", "173384:1", "175250:1", "174018:1", "174124:1", "171989:1", "173322:1", "173944:1", "175880:1", "175588:1", "175155:1", "175993:1", "171841:1", "171720:1", "172248:1", "175934:1", "176022:1", "174373:1", "172064:1", "172585:1", "174007:1", "174010:1", "172995:1", "172161:1", "174384:1", "174528:1", "173129:1", "173924:1", "173162:1", "171951:1", "173581:1", "174005:1", "171694:1", "172539:1", "174023:1", "173374:1", "173739:1", "173838:1", "173602:1", "173235:1", "173283:1", "174173:1", "174567:1", "173350:1", "173975:1", "175083:1", "173015:1", "173194:1", "173293:1", "172863:1", "172763:1", "173031:1", "173005:1", "175401:1", "172137:1", "175309:1", "173722:1", "173813:1", "172515:1", "174091:1", "174539:1", "173796:1", "172908:1", "173101:1", "172604:1", "171914:1", "173365:1", "171769:1", "174106:1", "173440:1", "171741:1", "172672:1", "175230:1", "172560:1", "173103:1", "172673:1", "175473:1", "174232:1", "175084:1", "173070:1", "173681:1", "174209:1", "173872:1", "172570:1", "172404:1", "172421:1", "175035:1", "174311:1", "176007:1", "175122:1", "174174:1", "173071:1", "173786:1", "171792:1", "172336:1", "174054:1", "173898:1", "172528:1", "175956:1", "173174:1", "172435:1", "172125:1", "174721:1", "171942:1", "175214:1", "173257:1", "175416:1", "172803:1", "175813:1", "174518:1", "173366:1", "172711:1", "175696:1", "172456:1", "174353:1", "172690:1", "173594:1", "172950:1", "172674:1", "175735:1", "174557:1", "173152:1", "172103:1", "173061:1", "173932:1", "172114:1", "172445:1", "172484:1", "171842:1", "175390:1", "173309:1", "172755:1", "173050:1", "173967:1", "174130:1", "172260:1", "172646:1", "172359:1", "174722:1", "173116:1", "174450:1", "175646:1", "175170:1", "172912:1", "174767:1", "174323:1", "172313:1", "174156:1" ], "full_source_prompt_character_count": 111310, "source_prompt_character_count": 111310, "prompt_character_count": 111310, "prompt_character_limit": 300000, "prompt_was_truncated": false, "candidate_prompt_character_count": 115469, "validation_prompt_character_count": 121616, "candidate_reasoning_scratchpad": "The past 14 days of data show a dominant focus on summer resort wear, beach aesthetics, and swimwear with a heavy emphasis on vibrant tropical prints, crochet textures, and versatile coastal styling formulas. Key recurring themes include monochrome and patterned bikinis, crochet cover-ups, and statement vacation accessories like bag charms and shell-embellished jewelry.", "validation_reasoning_scratchpad": "The validated trends reflect peak resort and summer vacation aesthetics, heavily leaning into crochet textures, gingham prints, and espresso brown swimwear. All trends meet the requirement of containing at least 4 valid MediaRefs across at least 3 distinct parent posts with high visual similarity.", "ai_discovered_candidate_count": 8, "candidate_trends": [ { "candidate_name": "Crochet and Open-Knit Beach Cover-Ups", "trend_type": "texture", "visual_axis": "texture", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "173571:1", "172248:1", "173681:1", "173924:1" ], "visual_cues": [ "crochet fabric", "mesh knit", "handmade look", "open weave", "textured yarn" ] }, { "candidate_name": "Gingham and Checkered Swimwear Prints", "trend_type": "color", "visual_axis": "pattern", "historical_relationship": "net_new", "seed_media_count": 6, "seed_media_refs": [ "175622:1", "174007:1", "174010:1", "174005:1", "173257:1", "173366:1" ], "visual_cues": [ "gingham print", "checkered pattern", "picnic check", "contrast squares", "retro print" ] }, { "candidate_name": "Shell and Pearl Beaded Jewelry Accents", "trend_type": "accessory", "visual_axis": "accessory", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "173512:1", "173739:1", "173322:1", "173031:1" ], "visual_cues": [ "shell choker", "pearl beads", "shell embellishments", "gold pendant necklaces", "beaded accessories" ] }, { "candidate_name": "Espresso and Chocolate Brown Swimwear", "trend_type": "color", "visual_axis": "color", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173649:1", "174358:1", "175880:1", "172064:1", "172137:1" ], "visual_cues": [ "espresso brown", "chocolate brown palette", "earth tones", "bronze shimmer fabric", "neutral swim palette" ] }, { "candidate_name": "Striped Resort Sarongs and Matching Sets", "trend_type": "styling_formula", "visual_axis": "styling_formula", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "172515:1", "172086:1", "175084:1", "171842:1", "172137:1" ], "visual_cues": [ "matching sarong", "wrap skirt", "striped two-piece set", "coordinate outfit", "resort styling" ] }, { "candidate_name": "Oversized Straw Sunhats and Coastal Accessories", "trend_type": "accessory", "visual_axis": "accessory", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "172312:1", "172863:1", "172064:1", "175309:1", "172359:1" ], "visual_cues": [ "oversized sunhat", "straw tote bag", "woven hat", "vacation accessories", "straw basket bag" ] }, { "candidate_name": "Bold Tropical and Botanical Floral Prints", "trend_type": "color", "visual_axis": "pattern", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173210:1", "174322:1", "171759:1", "174449:1", "173602:1" ], "visual_cues": [ "tropical floral print", "hibiscus pattern", "botanical print", "colorful swimwear", "floral motifs" ] }, { "candidate_name": "High-Leg Cutout One-Piece Swimwear", "trend_type": "garment_type", "visual_axis": "silhouette", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "174152:1", "173453:1", "175309:1", "174384:1", "174130:1" ], "visual_cues": [ "high leg silhouette", "cutout one-piece", "deep v-neckline", "backless swimsuit", "sculptural swimwear" ] } ], "ai_candidate_trend_count": 8, "ai_validated_trend_count_before_filter": 8, "accepted_trend_count": 8, "rejected_trend_count": 0, "rejected_trends": [] }, "accepted_trend_audit": [ { "trend_number": 1, "trend_name": "Crochet and Open-Knit Beach Cover-Ups", "blog_title": "Crochet and Open-Knit Beach Layers for Resort Season", "trend_type": "texture", "signal_strength": "strong", "confidence_percent": 95.0, "matching_image_count": 4, "matching_parent_post_count": 4, "visual_similarity_reason": "All selected images feature handmade-look crochet stitches, open-weave mesh yarns, and knitted beach cover-up styling.", "description": "Open-knit and crochet garments provide a tactile, artisanal layer that bridges swim and resort wear for beach destinations.", "keywords": [ "crochet", "mesh knit", "beach cover-up", "handmade look" ], "post_ids": [ 173571, 172248, 173681, 173924 ], "media_refs": [ "173571:1", "172248:1", "173681:1", "173924:1" ], "qualification_reason": "Accepted with 4 matching images across 4 parent posts at 95.0% confidence. All selected images feature handmade-look crochet stitches, open-weave mesh yarns, and knitted beach cover-up styling." }, { "trend_number": 2, "trend_name": "Gingham and Checkered Swimwear Prints", "blog_title": "Retro Gingham Checks for Classic Summer Swimwear", "trend_type": "color", "signal_strength": "strong", "confidence_percent": 92.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "Each image showcases distinct checkered or gingham print patterns on swimwear separates and matching resort sets.", "description": "Retro picnic checks and gingham prints dominate summer swimwear collections, bringing a nostalgic charm to modern silhouettes.", "keywords": [ "gingham print", "checkered pattern", "picnic check", "retro swim" ], "post_ids": [ 175622, 174007, 174010, 174005, 173257, 173366 ], "media_refs": [ "175622:1", "174007:1", "174010:1", "174005:1", "173257:1", "173366:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 92.0% confidence. Each image showcases distinct checkered or gingham print patterns on swimwear separates and matching resort sets." }, { "trend_number": 3, "trend_name": "Shell and Pearl Beaded Jewelry Accents", "blog_title": "Natural Shell and Pearl Beaded Jewelry Accents", "trend_type": "accessory", "signal_strength": "strong", "confidence_percent": 90.0, "matching_image_count": 4, "matching_parent_post_count": 4, "visual_similarity_reason": "Images feature prominent shell chokers, freshwater pearl details, and nautical beaded accessories styled over swimwear.", "description": "Natural oceanic elements like cowrie shells and freshwater pearls complete the elevated coastal vacation aesthetic.", "keywords": [ "shell choker", "pearl beads", "shell embellishments", "bag charms" ], "post_ids": [ 173512, 173739, 173322, 173031 ], "media_refs": [ "173512:1", "173739:1", "173322:1", "173031:1" ], "qualification_reason": "Accepted with 4 matching images across 4 parent posts at 90.0% confidence. Images feature prominent shell chokers, freshwater pearl details, and nautical beaded accessories styled over swimwear." }, { "trend_number": 4, "trend_name": "Espresso and Chocolate Brown Swimwear", "blog_title": "Rich Espresso and Chocolate Brown Swimwear Palettes", "trend_type": "color", "signal_strength": "strong", "confidence_percent": 93.0, "matching_image_count": 5, "matching_parent_post_count": 5, "visual_similarity_reason": "All selected MediaRefs feature solid or shimmering bronze and espresso brown colorways across bikinis and one-pieces.", "description": "Rich earth tones like chocolate brown and espresso offer a sophisticated alternative to traditional black or bright neon swimwear.", "keywords": [ "espresso brown", "chocolate brown", "earth tones", "bronze shimmer" ], "post_ids": [ 173649, 174358, 175880, 172064, 172137 ], "media_refs": [ "173649:1", "174358:1", "175880:1", "172064:1", "172137:1" ], "qualification_reason": "Accepted with 5 matching images across 5 parent posts at 93.0% confidence. All selected MediaRefs feature solid or shimmering bronze and espresso brown colorways across bikinis and one-pieces." }, { "trend_number": 5, "trend_name": "Striped Resort Sarongs and Matching Sets", "blog_title": "Effortless Striped Resort Sarongs and Matching Sets", "trend_type": "styling_formula", "signal_strength": "strong", "confidence_percent": 91.0, "matching_image_count": 5, "matching_parent_post_count": 5, "visual_similarity_reason": "Photos consistently pair swimwear with matching wrap sarongs, skirts, or pants in identical prints or complementary tones.", "description": "Coordinated sets and matching wrap skirts provide an effortless transitional look from the pool to beachside dining.", "keywords": [ "matching sarong", "wrap skirt", "striped set", "resort styling" ], "post_ids": [ 172515, 172086, 175084, 171842, 172137 ], "media_refs": [ "172515:1", "172086:1", "175084:1", "171842:1", "172137:1" ], "qualification_reason": "Accepted with 5 matching images across 5 parent posts at 91.0% confidence. Photos consistently pair swimwear with matching wrap sarongs, skirts, or pants in identical prints or complementary tones." }, { "trend_number": 6, "trend_name": "Oversized Straw Sunhats and Coastal Accessories", "blog_title": "Oversized Straw Sunhats and Coastal Accessories", "trend_type": "accessory", "signal_strength": "strong", "confidence_percent": 92.0, "matching_image_count": 5, "matching_parent_post_count": 5, "visual_similarity_reason": "Each image highlights oversized woven straw hats, basket totes, and sun-protective resort accessories.", "description": "Dramatic sun protection through oversized straw hats and woven totes anchors the high-end euro-summer vacation aesthetic.", "keywords": [ "oversized sunhat", "straw tote bag", "woven hat", "vacation accessories" ], "post_ids": [ 172312, 172863, 172064, 175309, 172359 ], "media_refs": [ "172312:1", "172863:1", "172064:1", "175309:1", "172359:1" ], "qualification_reason": "Accepted with 5 matching images across 5 parent posts at 92.0% confidence. Each image highlights oversized woven straw hats, basket totes, and sun-protective resort accessories." }, { "trend_number": 7, "trend_name": "Bold Tropical and Botanical Floral Prints", "blog_title": "Bold Tropical and Botanical Floral Prints", "trend_type": "color", "signal_strength": "strong", "confidence_percent": 94.0, "matching_image_count": 5, "matching_parent_post_count": 5, "visual_similarity_reason": "Visuals feature recurring tropical floral prints, hibiscus motifs, and botanical patterns across swimwear and resort pieces.", "description": "Vibrant floral and botanical prints capture the essence of tropical getaways, appearing across bikinis, one-pieces, and dresses.", "keywords": [ "tropical floral print", "hibiscus pattern", "botanical print", "colorful swimwear" ], "post_ids": [ 173210, 174322, 171759, 174449, 173602 ], "media_refs": [ "173210:1", "174322:1", "171759:1", "174449:1", "173602:1" ], "qualification_reason": "Accepted with 5 matching images across 5 parent posts at 94.0% confidence. Visuals feature recurring tropical floral prints, hibiscus motifs, and botanical patterns across swimwear and resort pieces." }, { "trend_number": 8, "trend_name": "High-Leg Cutout One-Piece Swimwear", "blog_title": "Sculptural High-Leg Cutout One-Piece Swimwear", "trend_type": "garment_type", "signal_strength": "strong", "confidence_percent": 93.0, "matching_image_count": 5, "matching_parent_post_count": 5, "visual_similarity_reason": "Images consistently show one-piece swimsuits featuring torso cutouts, high-cut leg openings, and architectural necklines.", "description": "Sculptural cutouts and high-leg silhouettes modernize classic one-piece swimsuits, offering high-impact elegance for poolside lounging.", "keywords": [ "high leg silhouette", "cutout one-piece", "deep v-neckline", "sculptural swimwear" ], "post_ids": [ 174152, 173453, 175309, 174384, 174130 ], "media_refs": [ "174152:1", "173453:1", "175309:1", "174384:1", "174130:1" ], "qualification_reason": "Accepted with 5 matching images across 5 parent posts at 93.0% confidence. Images consistently show one-piece swimsuits featuring torso cutouts, high-cut leg openings, and architectural necklines." } ], "report_payload": { "reasoning_scratchpad": "The validated trends reflect peak resort and summer vacation aesthetics, heavily leaning into crochet textures, gingham prints, and espresso brown swimwear. All trends meet the requirement of containing at least 4 valid MediaRefs across at least 3 distinct parent posts with high visual similarity.", "content_ideas": [ { "blog_title": "Crochet and Open-Knit Beach Layers for Resort Season", "trend_name": "Crochet and Open-Knit Beach Cover-Ups", "trend_type": "texture", "trend_trajectory": "net_new", "historical_note": "Net-new visual theme emerging strongly in summer resort styling collections.", "description": "Open-knit and crochet garments provide a tactile, artisanal layer that bridges swim and resort wear for beach destinations.", "visual_similarity_reason": "All selected images feature handmade-look crochet stitches, open-weave mesh yarns, and knitted beach cover-up styling.", "instagram_caption": "Handmade details made for golden hour by the water. \ud83d\udc1a\ud83e\uddf6\n\nShop the crochet edit online now.", "trend_signal_strength": "strong", "confidence_score": 0.95, "keywords": [ "crochet", "mesh knit", "beach cover-up", "handmade look" ], "example_media_refs": [ "173571:1", "172248:1", "173681:1", "173924:1" ], "example_post_ids": [ 173571, 172248, 173681, 173924 ], "matching_image_count": 4, "matching_parent_post_count": 4, "matching_author_count": 4 }, { "blog_title": "Retro Gingham Checks for Classic Summer Swimwear", "trend_name": "Gingham and Checkered Swimwear Prints", "trend_type": "color", "trend_trajectory": "net_new", "historical_note": "Net-new pattern theme capturing nostalgic picnic prints and retro aesthetics.", "description": "Retro picnic checks and gingham prints dominate summer swimwear collections, bringing a nostalgic charm to modern silhouettes.", "visual_similarity_reason": "Each image showcases distinct checkered or gingham print patterns on swimwear separates and matching resort sets.", "instagram_caption": "Picnic checks and coastal escapes. \ud83c\udf53\ud83e\uddfa\n\nWhich gingham piece are you packing?", "trend_signal_strength": "strong", "confidence_score": 0.92, "keywords": [ "gingham print", "checkered pattern", "picnic check", "retro swim" ], "example_media_refs": [ "175622:1", "174007:1", "174010:1", "174005:1", "173257:1", "173366:1" ], "example_post_ids": [ 175622, 174007, 174010, 174005, 173257, 173366 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 4 }, { "blog_title": "Natural Shell and Pearl Beaded Jewelry Accents", "trend_name": "Shell and Pearl Beaded Jewelry Accents", "trend_type": "accessory", "trend_trajectory": "net_new", "historical_note": "Net-new accessory trend highlighting oceanic elements in modern resort styling.", "description": "Natural oceanic elements like cowrie shells and freshwater pearls complete the elevated coastal vacation aesthetic.", "visual_similarity_reason": "Images feature prominent shell chokers, freshwater pearl details, and nautical beaded accessories styled over swimwear.", "instagram_caption": "Oceanic details to complete your coastal look. \ud83d\udc1a\u2728\n\nExplore our latest charm bar restock.", "trend_signal_strength": "strong", "confidence_score": 0.9, "keywords": [ "shell choker", "pearl beads", "shell embellishments", "bag charms" ], "example_media_refs": [ "173512:1", "173739:1", "173322:1", "173031:1" ], "example_post_ids": [ 173512, 173739, 173322, 173031 ], "matching_image_count": 4, "matching_parent_post_count": 4, "matching_author_count": 4 }, { "blog_title": "Rich Espresso and Chocolate Brown Swimwear Palettes", "trend_name": "Espresso and Chocolate Brown Swimwear", "trend_type": "color", "trend_trajectory": "net_new", "historical_note": "Net-new colorway replacing traditional bright neons with sophisticated earth tones.", "description": "Rich earth tones like chocolate brown and espresso offer a sophisticated alternative to traditional black or bright neon swimwear.", "visual_similarity_reason": "All selected MediaRefs feature solid or shimmering bronze and espresso brown colorways across bikinis and one-pieces.", "instagram_caption": "Rich earth tones for endless summer days. \ud83e\udd0e\u2615\ufe0f\n\nDiscover the Coco & Espresso collection.", "trend_signal_strength": "strong", "confidence_score": 0.93, "keywords": [ "espresso brown", "chocolate brown", "earth tones", "bronze shimmer" ], "example_media_refs": [ "173649:1", "174358:1", "175880:1", "172064:1", "172137:1" ], "example_post_ids": [ 173649, 174358, 175880, 172064, 172137 ], "matching_image_count": 5, "matching_parent_post_count": 5, "matching_author_count": 5 }, { "blog_title": "Effortless Striped Resort Sarongs and Matching Sets", "trend_name": "Striped Resort Sarongs and Matching Sets", "trend_type": "styling_formula", "trend_trajectory": "net_new", "historical_note": "Net-new styling formula for effortless transitions from pool to dining.", "description": "Coordinated sets and matching wrap skirts provide an effortless transitional look from the pool to beachside dining.", "visual_similarity_reason": "Photos consistently pair swimwear with matching wrap sarongs, skirts, or pants in identical prints or complementary tones.", "instagram_caption": "From beach to dinner in one effortless look. \ud83c\udf0a\u2728\n\nShop our newest resort matching sets.", "trend_signal_strength": "strong", "confidence_score": 0.91, "keywords": [ "matching sarong", "wrap skirt", "striped set", "resort styling" ], "example_media_refs": [ "172515:1", "172086:1", "175084:1", "171842:1", "172137:1" ], "example_post_ids": [ 172515, 172086, 175084, 171842, 172137 ], "matching_image_count": 5, "matching_parent_post_count": 5, "matching_author_count": 5 }, { "blog_title": "Oversized Straw Sunhats and Coastal Accessories", "trend_name": "Oversized Straw Sunhats and Coastal Accessories", "trend_type": "accessory", "trend_trajectory": "net_new", "historical_note": "Net-new accessory pattern anchoring high-end euro-summer vacation aesthetics.", "description": "Dramatic sun protection through oversized straw hats and woven totes anchors the high-end euro-summer vacation aesthetic.", "visual_similarity_reason": "Each image highlights oversized woven straw hats, basket totes, and sun-protective resort accessories.", "instagram_caption": "Dramatically shaded for the ultimate euro-summer. \u2600\ufe0f\ud83d\udc52\n\nPack your essentials in style.", "trend_signal_strength": "strong", "confidence_score": 0.92, "keywords": [ "oversized sunhat", "straw tote bag", "woven hat", "vacation accessories" ], "example_media_refs": [ "172312:1", "172863:1", "172064:1", "175309:1", "172359:1" ], "example_post_ids": [ 172312, 172863, 172064, 175309, 172359 ], "matching_image_count": 5, "matching_parent_post_count": 5, "matching_author_count": 5 }, { "blog_title": "Bold Tropical and Botanical Floral Prints", "trend_name": "Bold Tropical and Botanical Floral Prints", "trend_type": "color", "trend_trajectory": "net_new", "historical_note": "Net-new seasonal pattern trend celebrating vibrant tropical getaways.", "description": "Vibrant floral and botanical prints capture the essence of tropical getaways, appearing across bikinis, one-pieces, and dresses.", "visual_similarity_reason": "Visuals feature recurring tropical floral prints, hibiscus motifs, and botanical patterns across swimwear and resort pieces.", "instagram_caption": "Vibrant botanical prints for tropical getaways. \ud83c\udf3a\ud83c\udf34\n\nFind your favorite floral pairing.", "trend_signal_strength": "strong", "confidence_score": 0.94, "keywords": [ "tropical floral print", "hibiscus pattern", "botanical print", "colorful swimwear" ], "example_media_refs": [ "173210:1", "174322:1", "171759:1", "174449:1", "173602:1" ], "example_post_ids": [ 173210, 174322, 171759, 174449, 173602 ], "matching_image_count": 5, "matching_parent_post_count": 5, "matching_author_count": 5 }, { "blog_title": "Sculptural High-Leg Cutout One-Piece Swimwear", "trend_name": "High-Leg Cutout One-Piece Swimwear", "trend_type": "garment_type", "trend_trajectory": "net_new", "historical_note": "Net-new silhouette trend updating classic one-pieces with high-impact architectural details.", "description": "Sculptural cutouts and high-leg silhouettes modernize classic one-piece swimsuits, offering high-impact elegance for poolside lounging.", "visual_similarity_reason": "Images consistently show one-piece swimsuits featuring torso cutouts, high-cut leg openings, and architectural necklines.", "instagram_caption": "Sculptural lines and high-impact silhouettes. \u2728\ud83d\udda4\n\nThe new one-piece collection is live.", "trend_signal_strength": "strong", "confidence_score": 0.93, "keywords": [ "high leg silhouette", "cutout one-piece", "deep v-neckline", "sculptural swimwear" ], "example_media_refs": [ "174152:1", "173453:1", "175309:1", "174384:1", "174130:1" ], "example_post_ids": [ 174152, 173453, 175309, 174384, 174130 ], "matching_image_count": 5, "matching_parent_post_count": 5, "matching_author_count": 5 } ], "overview_title": "Latest Trends", "overview_description": "This season's resort wear pivots toward an elevated coastal aesthetic, driven by artisanal crochet from @paulaivovic and @gonebananasbeachwear alongside sophisticated espresso tones championed by @tan.swim and @saint.somebody. Nostalgic picnic checks from @mennillodesigns and sculptural high-leg cutouts by @jadeswim redefine modern swimwear, while oversized straw accessories from @sealevelaustralia and oceanic pearls by @arabellalondon anchor the high-end euro-summer mood.", "generation_diagnostics": { "available": true, "generated_at": "2026-07-28T20:15:58.128493Z", "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, "batch_count": 3, "images_requested": 918, "images_analyzed": 904, "posts_touched": 918, "reached_batch_cap": false, "batches": [ { "batch_number": 1, "images_requested": 500, "images_analyzed": 495, "posts_touched": 500, "completion_reconciled": false }, { "batch_number": 2, "images_requested": 418, "images_analyzed": 409, "posts_touched": 418, "completion_reconciled": false }, { "batch_number": 3, "images_requested": 0, "images_analyzed": 0, "posts_touched": 0, "completion_reconciled": false } ] }, "chunking": { "enabled": true, "chunk_number": 5, "chunk_count": 11, "max_posts_per_chunk": 200, "max_media_per_chunk": 500, "chunk_post_count": 200, "chunk_media_count": 200, "full_source_post_count": 2274, "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, "caption_character_limit": 600, "media_tag_limit": 14, "media_tag_character_limit": 0 }, "source_post_count": 2274, "source_media_count": 2026, "eligible_post_count": 2026, "chunk_post_count": 200, "chunk_media_count": 200, "analyzed_post_count": 200, "analyzed_post_ids": [ 172671, 172113, 173210, 175695, 171941, 174435, 174280, 174766, 174322, 175020, 172644, 174729, 175781, 174538, 172312, 173863, 173512, 174703, 171759, 172645, 174449, 175898, 172072, 173640, 174391, 172493, 174484, 173761, 174152, 172660, 171900, 174208, 173649, 175400, 174507, 173428, 172710, 172290, 174986, 172715, 175745, 171732, 173773, 175053, 173234, 172086, 175622, 174358, 172772, 173571, 173453, 173795, 172689, 173384, 175250, 174018, 174124, 171989, 173322, 173944, 175880, 175588, 175155, 175993, 171841, 171720, 172248, 175934, 176022, 174373, 172064, 172585, 174007, 174010, 172995, 172161, 174384, 174528, 173129, 173924, 173162, 171951, 173581, 174005, 171694, 172539, 174023, 173374, 173739, 173838, 173602, 173235, 173283, 174173, 174567, 173350, 173975, 175083, 173015, 173194, 173293, 172863, 172763, 173031, 173005, 175401, 172137, 175309, 173722, 173813, 172515, 174091, 174539, 173796, 172908, 173101, 172604, 171914, 173365, 171769, 174106, 173440, 171741, 172672, 175230, 172560, 173103, 172673, 175473, 174232, 175084, 173070, 173681, 174209, 173872, 172570, 172404, 172421, 175035, 174311, 176007, 175122, 174174, 173071, 173786, 171792, 172336, 174054, 173898, 172528, 175956, 173174, 172435, 172125, 174721, 171942, 175214, 173257, 175416, 172803, 175813, 174518, 173366, 172711, 175696, 172456, 174353, 172690, 173594, 172950, 172674, 175735, 174557, 173152, 172103, 173061, 173932, 172114, 172445, 172484, 171842, 175390, 173309, 172755, 173050, 173967, 174130, 172260, 172646, 172359, 174722, 173116, 174450, 175646, 175170, 172912, 174767, 174323, 172313, 174156 ], "analyzed_media_count": 200, "analyzed_media_refs": [ "172671:1", "172113:1", "173210:1", "175695:1", "171941:1", "174435:1", "174280:1", "174766:1", "174322:1", "175020:1", "172644:1", "174729:1", "175781:1", "174538:1", "172312:1", "173863:1", "173512:1", "174703:1", "171759:1", "172645:1", "174449:1", "175898:1", "172072:1", "173640:1", "174391:1", "172493:1", "174484:1", "173761:1", "174152:1", "172660:1", "171900:1", "174208:1", "173649:1", "175400:1", "174507:1", "173428:1", "172710:1", "172290:1", "174986:1", "172715:1", "175745:1", "171732:1", "173773:1", "175053:1", "173234:1", "172086:1", "175622:1", "174358:1", "172772:1", "173571:1", "173453:1", "173795:1", "172689:1", "173384:1", "175250:1", "174018:1", "174124:1", "171989:1", "173322:1", "173944:1", "175880:1", "175588:1", "175155:1", "175993:1", "171841:1", "171720:1", "172248:1", "175934:1", "176022:1", "174373:1", "172064:1", "172585:1", "174007:1", "174010:1", "172995:1", "172161:1", "174384:1", "174528:1", "173129:1", "173924:1", "173162:1", "171951:1", "173581:1", "174005:1", "171694:1", "172539:1", "174023:1", "173374:1", "173739:1", "173838:1", "173602:1", "173235:1", "173283:1", "174173:1", "174567:1", "173350:1", "173975:1", "175083:1", "173015:1", "173194:1", "173293:1", "172863:1", "172763:1", "173031:1", "173005:1", "175401:1", "172137:1", "175309:1", "173722:1", "173813:1", "172515:1", "174091:1", "174539:1", "173796:1", "172908:1", "173101:1", "172604:1", "171914:1", "173365:1", "171769:1", "174106:1", "173440:1", "171741:1", "172672:1", "175230:1", "172560:1", "173103:1", "172673:1", "175473:1", "174232:1", "175084:1", "173070:1", "173681:1", "174209:1", "173872:1", "172570:1", "172404:1", "172421:1", "175035:1", "174311:1", "176007:1", "175122:1", "174174:1", "173071:1", "173786:1", "171792:1", "172336:1", "174054:1", "173898:1", "172528:1", "175956:1", "173174:1", "172435:1", "172125:1", "174721:1", "171942:1", "175214:1", "173257:1", "175416:1", "172803:1", "175813:1", "174518:1", "173366:1", "172711:1", "175696:1", "172456:1", "174353:1", "172690:1", "173594:1", "172950:1", "172674:1", "175735:1", "174557:1", "173152:1", "172103:1", "173061:1", "173932:1", "172114:1", "172445:1", "172484:1", "171842:1", "175390:1", "173309:1", "172755:1", "173050:1", "173967:1", "174130:1", "172260:1", "172646:1", "172359:1", "174722:1", "173116:1", "174450:1", "175646:1", "175170:1", "172912:1", "174767:1", "174323:1", "172313:1", "174156:1" ], "full_source_prompt_character_count": 111310, "source_prompt_character_count": 111310, "prompt_character_count": 111310, "prompt_character_limit": 300000, "prompt_was_truncated": false, "candidate_prompt_character_count": 115469, "validation_prompt_character_count": 121616, "candidate_reasoning_scratchpad": "The past 14 days of data show a dominant focus on summer resort wear, beach aesthetics, and swimwear with a heavy emphasis on vibrant tropical prints, crochet textures, and versatile coastal styling formulas. Key recurring themes include monochrome and patterned bikinis, crochet cover-ups, and statement vacation accessories like bag charms and shell-embellished jewelry.", "validation_reasoning_scratchpad": "The validated trends reflect peak resort and summer vacation aesthetics, heavily leaning into crochet textures, gingham prints, and espresso brown swimwear. All trends meet the requirement of containing at least 4 valid MediaRefs across at least 3 distinct parent posts with high visual similarity.", "ai_discovered_candidate_count": 8, "candidate_trends": [ { "candidate_name": "Crochet and Open-Knit Beach Cover-Ups", "trend_type": "texture", "visual_axis": "texture", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "173571:1", "172248:1", "173681:1", "173924:1" ], "visual_cues": [ "crochet fabric", "mesh knit", "handmade look", "open weave", "textured yarn" ] }, { "candidate_name": "Gingham and Checkered Swimwear Prints", "trend_type": "color", "visual_axis": "pattern", "historical_relationship": "net_new", "seed_media_count": 6, "seed_media_refs": [ "175622:1", "174007:1", "174010:1", "174005:1", "173257:1", "173366:1" ], "visual_cues": [ "gingham print", "checkered pattern", "picnic check", "contrast squares", "retro print" ] }, { "candidate_name": "Shell and Pearl Beaded Jewelry Accents", "trend_type": "accessory", "visual_axis": "accessory", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "173512:1", "173739:1", "173322:1", "173031:1" ], "visual_cues": [ "shell choker", "pearl beads", "shell embellishments", "gold pendant necklaces", "beaded accessories" ] }, { "candidate_name": "Espresso and Chocolate Brown Swimwear", "trend_type": "color", "visual_axis": "color", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173649:1", "174358:1", "175880:1", "172064:1", "172137:1" ], "visual_cues": [ "espresso brown", "chocolate brown palette", "earth tones", "bronze shimmer fabric", "neutral swim palette" ] }, { "candidate_name": "Striped Resort Sarongs and Matching Sets", "trend_type": "styling_formula", "visual_axis": "styling_formula", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "172515:1", "172086:1", "175084:1", "171842:1", "172137:1" ], "visual_cues": [ "matching sarong", "wrap skirt", "striped two-piece set", "coordinate outfit", "resort styling" ] }, { "candidate_name": "Oversized Straw Sunhats and Coastal Accessories", "trend_type": "accessory", "visual_axis": "accessory", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "172312:1", "172863:1", "172064:1", "175309:1", "172359:1" ], "visual_cues": [ "oversized sunhat", "straw tote bag", "woven hat", "vacation accessories", "straw basket bag" ] }, { "candidate_name": "Bold Tropical and Botanical Floral Prints", "trend_type": "color", "visual_axis": "pattern", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173210:1", "174322:1", "171759:1", "174449:1", "173602:1" ], "visual_cues": [ "tropical floral print", "hibiscus pattern", "botanical print", "colorful swimwear", "floral motifs" ] }, { "candidate_name": "High-Leg Cutout One-Piece Swimwear", "trend_type": "garment_type", "visual_axis": "silhouette", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "174152:1", "173453:1", "175309:1", "174384:1", "174130:1" ], "visual_cues": [ "high leg silhouette", "cutout one-piece", "deep v-neckline", "backless swimsuit", "sculptural swimwear" ] } ], "ai_candidate_trend_count": 8, "ai_validated_trend_count_before_filter": 8, "accepted_trend_count": 8, "rejected_trend_count": 0, "rejected_trends": [] } } }