{ "report": { "id": 144, "period": "[swimwear] Jul 14 - Jul 28, 2026 (Part 6 of 11)", "created_at": "2026-07-28T20:15:58.230482+00:00", "workflow_note": "" }, "generation_diagnostics": { "available": true, "generated_at": "2026-07-28T20:16:12.798326Z", "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": 6, "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": [ 173723, 175522, 173211, 173572, 172272, 172087, 173762, 173641, 172003, 172909, 175746, 172661, 175837, 173294, 172961, 171760, 172586, 173614, 174508, 172712, 172391, 174403, 173886, 172485, 175054, 172056, 175623, 173797, 175402, 174730, 173787, 176008, 173521, 172349, 172596, 174210, 175881, 171964, 172889, 173139, 172691, 172213, 172971, 171843, 173513, 174338, 174211, 172996, 172910, 171901, 173849, 174529, 174024, 171721, 172065, 172874, 174987, 175320, 174635, 173909, 174069, 174212, 173197, 173522, 173454, 173394, 171850, 175913, 171742, 171952, 172020, 172337, 173692, 173774, 175355, 173747, 172864, 173133, 171695, 172786, 173284, 173236, 174296, 173033, 174008, 173603, 173163, 175884, 171770, 173976, 172764, 171930, 172827, 171965, 172536, 173977, 172405, 173814, 175085, 174496, 174471, 172162, 173530, 175036, 173104, 174107, 172561, 174240, 172619, 172571, 172494, 173367, 173117, 175037, 173925, 173237, 174674, 172422, 173072, 174312, 173080, 173632, 174415, 172694, 175575, 172532, 171943, 172031, 173711, 172040, 173654, 173153, 172438, 173052, 173258, 174894, 172804, 172675, 172676, 172951, 172439, 172457, 175123, 174355, 172314, 175503, 175948, 174712, 171808, 173441, 173682, 172727, 172531, 171733, 173310, 171844, 172549, 172105, 173501, 172446, 174607, 172597, 174436, 174324, 175021, 174438, 173788, 173789, 174424, 171761, 175403, 175697, 173273, 174509, 171953, 174530, 171743, 175404, 173763, 172261, 175590, 173595, 173395, 174357, 172189, 172962, 172982, 172234, 173826, 173514, 173240, 173798, 173324, 172972, 174404, 174704, 171979, 175882, 173212, 172838 ], "analyzed_media_count": 200, "analyzed_media_refs": [ "173723:1", "175522:1", "173211:1", "173572:1", "172272:1", "172087:1", "173762:1", "173641:1", "172003:1", "172909:1", "175746:1", "172661:1", "175837:1", "173294:1", "172961:1", "171760:1", "172586:1", "173614:1", "174508:1", "172712:1", "172391:1", "174403:1", "173886:1", "172485:1", "175054:1", "172056:1", "175623:1", "173797:1", "175402:1", "174730:1", "173787:1", "176008:1", "173521:1", "172349:1", "172596:1", "174210:1", "175881:1", "171964:1", "172889:1", "173139:1", "172691:1", "172213:1", "172971:1", "171843:1", "173513:1", "174338:1", "174211:1", "172996:1", "172910:1", "171901:1", "173849:1", "174529:1", "174024:1", "171721:1", "172065:1", "172874:1", "174987:1", "175320:1", "174635:1", "173909:1", "174069:1", "174212:1", "173197:1", "173522:1", "173454:1", "173394:1", "171850:1", "175913:1", "171742:1", "171952:1", "172020:1", "172337:1", "173692:1", "173774:1", "175355:1", "173747:1", "172864:1", "173133:1", "171695:1", "172786:1", "173284:1", "173236:1", "174296:1", "173033:1", "174008:1", "173603:1", "173163:1", "175884:1", "171770:1", "173976:1", "172764:1", "171930:1", "172827:1", "171965:1", "172536:1", "173977:1", "172405:1", "173814:1", "175085:1", "174496:1", "174471:1", "172162:1", "173530:1", "175036:1", "173104:1", "174107:1", "172561:1", "174240:1", "172619:1", "172571:1", "172494:1", "173367:1", "173117:1", "175037:1", "173925:1", "173237:1", "174674:1", "172422:1", "173072:1", "174312:1", "173080:1", "173632:1", "174415:1", "172694:1", "175575:1", "172532:1", "171943:1", "172031:1", "173711:1", "172040:1", "173654:1", "173153:1", "172438:1", "173052:1", "173258:1", "174894:1", "172804:1", "172675:1", "172676:1", "172951:1", "172439:1", "172457:1", "175123:1", "174355:1", "172314:1", "175503:1", "175948:1", "174712:1", "171808:1", "173441:1", "173682:1", "172727:1", "172531:1", "171733:1", "173310:1", "171844:1", "172549:1", "172105:1", "173501:1", "172446:1", "174607:1", "172597:1", "174436:1", "174324:1", "175021:1", "174438:1", "173788:1", "173789:1", "174424:1", "171761:1", "175403:1", "175697:1", "173273:1", "174509:1", "171953:1", "174530:1", "171743:1", "175404:1", "173763:1", "172261:1", "175590:1", "173595:1", "173395:1", "174357:1", "172189:1", "172962:1", "172982:1", "172234:1", "173826:1", "173514:1", "173240:1", "173798:1", "173324:1", "172972:1", "174404:1", "174704:1", "171979:1", "175882:1", "173212:1", "172838:1" ], "full_source_prompt_character_count": 112389, "source_prompt_character_count": 112389, "prompt_character_count": 112389, "prompt_character_limit": 300000, "prompt_was_truncated": false, "candidate_prompt_character_count": 116548, "validation_prompt_character_count": 121985, "candidate_reasoning_scratchpad": "The current data highlights a heavy focus on resortwear, tropical getaways, and swimwear updates with strong color-blocking, metallic finishes, and coordinate sets. Key aesthetic drivers include earthy chocolate brown swimwear, vibrant hibiscus or floral prints, and casual beach-to-bar styling formulas featuring sarongs and oversized straw totes.", "validation_reasoning_scratchpad": "The candidate clusters were evaluated against the raw data, filtering out single-brand initiatives and validating recurring visual themes like chocolate brown swimwear, retro gingham prints, sarong resort layering, high-shine metallics, and tropical island prints. Each validated trend successfully meets the minimum criteria of containing at least 4 distinct image MediaRefs from at least 3 separate parent posts.", "ai_discovered_candidate_count": 7, "candidate_trends": [ { "candidate_name": "Chocolate Brown & Espresso Swimwear", "trend_type": "color", "visual_axis": "color", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "175623:1", "173797:1", "173454:1", "173826:1", "174404:1" ], "visual_cues": [ "chocolate brown bikini", "mocha sand swimwear", "earth tone palette", "island bronze shades" ] }, { "candidate_name": "Classic Gingham Swim & Resort Sets", "trend_type": "texture", "visual_axis": "texture", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "173849:1", "174008:1", "172561:1", "173367:1" ], "visual_cues": [ "gingham print", "plaid check pattern", "retro gingham bikini", "brown gingham swimsuit" ] }, { "candidate_name": "Sarong & Wrap-Around Beach Skirts", "trend_type": "styling_formula", "visual_axis": "styling_formula", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "175522:1", "172031:1", "175085:1", "172536:1", "173395:1" ], "visual_cues": [ "sarong wrap", "wrap-around skirt", "matching sarong", "fringed sarong" ] }, { "candidate_name": "Metallic & Shimmer Swimwear", "trend_type": "texture", "visual_axis": "texture", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "171721:1", "172065:1", "174210:1", "174530:1", "172694:1" ], "visual_cues": [ "shimmer fabric", "sparkly bikini", "lurex fabric", "metallic sheen" ] }, { "candidate_name": "Tropical Floral & Island Prints", "trend_type": "outfit", "visual_axis": "garment_type", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173211:1", "173294:1", "173787:1", "173814:1", "173212:1" ], "visual_cues": [ "floral print bikini", "tropical floral print", "hibiscus print", "botanical fruit print" ] }, { "candidate_name": "Woven Straw Totes & Summer Hats", "trend_type": "accessory", "visual_axis": "accessory", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173762:1", "172391:1", "173513:1", "174324:1", "172712:1" ], "visual_cues": [ "straw sun hat", "straw tote bag", "woven raffia", "straw bucket hat" ] }, { "candidate_name": "Asymmetrical Drape Maxi Dresses", "trend_type": "outfit", "visual_axis": "silhouette", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "174508:1", "171843:1", "172405:1", "174355:1" ], "visual_cues": [ "asymmetric drape dress", "asymmetric hem dress", "flowing maxi dress", "cape sleeve dress" ] } ], "ai_candidate_trend_count": 7, "ai_validated_trend_count_before_filter": 7, "accepted_trend_count": 7, "rejected_trend_count": 0, "rejected_trends": [] }, "accepted_trend_audit": [ { "trend_number": 1, "trend_name": "Chocolate Brown & Espresso Swimwear", "blog_title": "Rich Espresso & Mocha Swimwear Aesthetics", "trend_type": "color", "signal_strength": "strong", "confidence_percent": 95.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "All selected images prominently feature brown, mocha, or bronze swimwear styles, ranging from triangle bikinis to deep V-neck one-pieces.", "description": "Rich mocha, chocolate, and island bronze tones dominate swimwear sets, offering a sophisticated, sun-kissed neutral palette.", "keywords": [ "chocolate brown bikini", "mocha sand swimwear", "earth tone palette", "island bronze shades" ], "post_ids": [ 175623, 173797, 173454, 173826, 174404, 172874 ], "media_refs": [ "175623:1", "173797:1", "173454:1", "173826:1", "174404:1", "172874:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 95.0% confidence. All selected images prominently feature brown, mocha, or bronze swimwear styles, ranging from triangle bikinis to deep V-neck one-pieces." }, { "trend_number": 2, "trend_name": "Classic Gingham Swim & Resort Sets", "blog_title": "Retro Gingham Check Prints in Swim & Resort", "trend_type": "texture", "signal_strength": "strong", "confidence_percent": 92.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "Each post features distinct gingham patterns or plaid check textures applied to swimwear and casual resort apparel.", "description": "Gingham check prints are experiencing a playful resurgence across bikinis, one-pieces, and matching lounge sets.", "keywords": [ "gingham print", "plaid check pattern", "retro gingham bikini", "brown gingham swimsuit" ], "post_ids": [ 173849, 174008, 172561, 173367, 172337, 174712 ], "media_refs": [ "173849:1", "174008:1", "172561:1", "173367:1", "172337:1", "174712:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 92.0% confidence. Each post features distinct gingham patterns or plaid check textures applied to swimwear and casual resort apparel." }, { "trend_number": 3, "trend_name": "Sarong & Wrap-Around Beach Skirts", "blog_title": "Effortless Sarong & Wrap-Around Beach Skirts", "trend_type": "styling_formula", "signal_strength": "strong", "confidence_percent": 90.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "All selected examples highlight wrap-around skirts, sarongs, or tie-side cover-ups styled directly over swimwear.", "description": "The sarong wrap skirt serves as a versatile beach-to-bar layering piece, paired effortlessly with coordinating or solid bikinis.", "keywords": [ "sarong wrap", "wrap-around skirt", "matching sarong", "fringed sarong" ], "post_ids": [ 175522, 172031, 175085, 172536, 173395, 172586 ], "media_refs": [ "175522:1", "172031:1", "175085:1", "172536:1", "173395:1", "172586:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 90.0% confidence. All selected examples highlight wrap-around skirts, sarongs, or tie-side cover-ups styled directly over swimwear." }, { "trend_number": 4, "trend_name": "Metallic & Shimmer Swimwear", "blog_title": "High-Shine Metallic & Glitter Swimwear", "trend_type": "texture", "signal_strength": "strong", "confidence_percent": 88.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "Each image captures high-shine, lurex, or crystal-embellished fabrics that catch the light with a metallic sheen.", "description": "High-shine, lurex, glitter, and metallic fabrics give swimwear an elevated, shimmering edge ideal for golden hour content.", "keywords": [ "shimmer fabric", "sparkly bikini", "lurex fabric", "metallic sheen" ], "post_ids": [ 171721, 172065, 174210, 174530, 172694, 174212 ], "media_refs": [ "171721:1", "172065:1", "174210:1", "174530:1", "172694:1", "174212:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 88.0% confidence. Each image captures high-shine, lurex, or crystal-embellished fabrics that catch the light with a metallic sheen." }, { "trend_number": 5, "trend_name": "Tropical Floral & Island Prints", "blog_title": "Vibrant Tropical Floral & Island Prints", "trend_type": "outfit", "signal_strength": "strong", "confidence_percent": 89.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "All selected posts feature bold tropical prints, botanical illustrations, or floral patterns on swimsuits and resort dresses.", "description": "Vibrant floral patterns featuring botanical motifs, hibiscus, and island foliage drive high-summer vacation aesthetics across dresses and swimwear.", "keywords": [ "floral print bikini", "tropical floral print", "hibiscus print", "botanical fruit print" ], "post_ids": [ 173211, 173294, 173787, 173814, 173212, 172661 ], "media_refs": [ "173211:1", "173294:1", "173787:1", "173814:1", "173212:1", "172661:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 89.0% confidence. All selected posts feature bold tropical prints, botanical illustrations, or floral patterns on swimsuits and resort dresses." }, { "trend_number": 6, "trend_name": "Woven Straw Totes & Summer Hats", "blog_title": "Woven Straw Totes & Raffia Beach Accessories", "trend_type": "accessory", "signal_strength": "strong", "confidence_percent": 91.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "Each image highlights natural straw textures, woven bucket hats, or raffia tote bags used as primary beach accessories.", "description": "Oversized straw bags, bucket hats, and woven raffia accessories remain the ultimate defining accents for upscale beach styling.", "keywords": [ "straw sun hat", "straw tote bag", "woven raffia", "straw bucket hat" ], "post_ids": [ 173762, 172391, 173513, 174324, 172712, 173692 ], "media_refs": [ "173762:1", "172391:1", "173513:1", "174324:1", "172712:1", "173692:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 91.0% confidence. Each image highlights natural straw textures, woven bucket hats, or raffia tote bags used as primary beach accessories." }, { "trend_number": 7, "trend_name": "Asymmetrical Drape Maxi Dresses", "blog_title": "Fluid Asymmetrical Drape Maxi Dresses", "trend_type": "outfit", "signal_strength": "strong", "confidence_percent": 87.0, "matching_image_count": 6, "matching_parent_post_count": 6, "visual_similarity_reason": "All matching posts feature fluid maxi dresses with asymmetrical drapes, wrap cuts, or high-slit hemlines.", "description": "Fluid, asymmetric drapes and one-shoulder silhouettes provide an effortless, high-end resort look for evening dinners and coastal getaways.", "keywords": [ "asymmetric drape dress", "asymmetric hem dress", "flowing maxi dress", "cape sleeve dress" ], "post_ids": [ 174508, 171843, 172405, 174355, 172586, 173080 ], "media_refs": [ "174508:1", "171843:1", "172405:1", "174355:1", "172586:1", "173080:1" ], "qualification_reason": "Accepted with 6 matching images across 6 parent posts at 87.0% confidence. All matching posts feature fluid maxi dresses with asymmetrical drapes, wrap cuts, or high-slit hemlines." } ], "report_payload": { "reasoning_scratchpad": "The candidate clusters were evaluated against the raw data, filtering out single-brand initiatives and validating recurring visual themes like chocolate brown swimwear, retro gingham prints, sarong resort layering, high-shine metallics, and tropical island prints. Each validated trend successfully meets the minimum criteria of containing at least 4 distinct image MediaRefs from at least 3 separate parent posts.", "content_ideas": [ { "blog_title": "Rich Espresso & Mocha Swimwear Aesthetics", "trend_name": "Chocolate Brown & Espresso Swimwear", "trend_type": "color", "trend_trajectory": "net_new", "historical_note": "Net-new color direction replacing stark blacks and bright neons with earthy neutrals.", "description": "Rich mocha, chocolate, and island bronze tones dominate swimwear sets, offering a sophisticated, sun-kissed neutral palette.", "visual_similarity_reason": "All selected images prominently feature brown, mocha, or bronze swimwear styles, ranging from triangle bikinis to deep V-neck one-pieces.", "instagram_caption": "Rich espresso tones for endless summer days \ud83e\udd0e Elevate your swim rotation with our favorite earth-neutral shades.\n\n#Swimwear #BrownBikini #ResortWear #SummerStyle", "trend_signal_strength": "strong", "confidence_score": 0.95, "keywords": [ "chocolate brown bikini", "mocha sand swimwear", "earth tone palette", "island bronze shades" ], "example_media_refs": [ "175623:1", "173797:1", "173454:1", "173826:1", "174404:1", "172874:1" ], "example_post_ids": [ 175623, 173797, 173454, 173826, 174404, 172874 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 6 }, { "blog_title": "Retro Gingham Check Prints in Swim & Resort", "trend_name": "Classic Gingham Swim & Resort Sets", "trend_type": "texture", "trend_trajectory": "net_new", "historical_note": "Net-new pattern revival bringing cottagecore checks into summer swimwear and layering pieces.", "description": "Gingham check prints are experiencing a playful resurgence across bikinis, one-pieces, and matching lounge sets.", "visual_similarity_reason": "Each post features distinct gingham patterns or plaid check textures applied to swimwear and casual resort apparel.", "instagram_caption": "Classic gingham gets a sun-soaked upgrade \u265f\ufe0f\u2728 The ultimate retro print for your next coastal getaway.\n\n#GinghamSwim #ResortStyle #CottagecoreAesthetic #SummerVibes", "trend_signal_strength": "strong", "confidence_score": 0.92, "keywords": [ "gingham print", "plaid check pattern", "retro gingham bikini", "brown gingham swimsuit" ], "example_media_refs": [ "173849:1", "174008:1", "172561:1", "173367:1", "172337:1", "174712:1" ], "example_post_ids": [ 173849, 174008, 172561, 173367, 172337, 174712 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 6 }, { "blog_title": "Effortless Sarong & Wrap-Around Beach Skirts", "trend_name": "Sarong & Wrap-Around Beach Skirts", "trend_type": "styling_formula", "trend_trajectory": "net_new", "historical_note": "Net-new styling formula emphasizing seamless beach-to-bar layering pieces.", "description": "The sarong wrap skirt serves as a versatile beach-to-bar layering piece, paired effortlessly with coordinating or solid bikinis.", "visual_similarity_reason": "All selected examples highlight wrap-around skirts, sarongs, or tie-side cover-ups styled directly over swimwear.", "instagram_caption": "Just add sunshine and a wrap skirt \ud83c\udf0a The ultimate beach-to-bar styling formula for your next escape.\n\n#SarongStyle #Beachwear #ResortLook #VacationOutfit", "trend_signal_strength": "strong", "confidence_score": 0.9, "keywords": [ "sarong wrap", "wrap-around skirt", "matching sarong", "fringed sarong" ], "example_media_refs": [ "175522:1", "172031:1", "175085:1", "172536:1", "173395:1", "172586:1" ], "example_post_ids": [ 175522, 172031, 175085, 172536, 173395, 172586 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 6 }, { "blog_title": "High-Shine Metallic & Glitter Swimwear", "trend_name": "Metallic & Shimmer Swimwear", "trend_type": "texture", "trend_trajectory": "net_new", "historical_note": "Net-new texture direction bringing disco-inspired shimmer to swimwear.", "description": "High-shine, lurex, glitter, and metallic fabrics give swimwear an elevated, shimmering edge ideal for golden hour content.", "visual_similarity_reason": "Each image captures high-shine, lurex, or crystal-embellished fabrics that catch the light with a metallic sheen.", "instagram_caption": "Catch the golden hour light in high-shine metallics \u2728\ud83e\udddc\u200d\u2640\ufe0f Because your swim look should sparkle as much as the ocean.\n\n#MetallicSwimwear #ShimmerBikini #PoolsideStyle #GlamSwim", "trend_signal_strength": "strong", "confidence_score": 0.88, "keywords": [ "shimmer fabric", "sparkly bikini", "lurex fabric", "metallic sheen" ], "example_media_refs": [ "171721:1", "172065:1", "174210:1", "174530:1", "172694:1", "174212:1" ], "example_post_ids": [ 171721, 172065, 174210, 174530, 172694, 174212 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 5 }, { "blog_title": "Vibrant Tropical Floral & Island Prints", "trend_name": "Tropical Floral & Island Prints", "trend_type": "outfit", "trend_trajectory": "net_new", "historical_note": "Net-new motif trend driving high-summer vacation aesthetics.", "description": "Vibrant floral patterns featuring botanical motifs, hibiscus, and island foliage drive high-summer vacation aesthetics across dresses and swimwear.", "visual_similarity_reason": "All selected posts feature bold tropical prints, botanical illustrations, or floral patterns on swimsuits and resort dresses.", "instagram_caption": "Inspired by the colors of the islands \ud83c\udf34 Bring the vacation mood home with tropical florals and vibrant prints.\n\n#TropicalPrint #FloralBikini #IslandStyle #VacationWardrobe", "trend_signal_strength": "strong", "confidence_score": 0.89, "keywords": [ "floral print bikini", "tropical floral print", "hibiscus print", "botanical fruit print" ], "example_media_refs": [ "173211:1", "173294:1", "173787:1", "173814:1", "173212:1", "172661:1" ], "example_post_ids": [ 173211, 173294, 173787, 173814, 173212, 172661 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 5 }, { "blog_title": "Woven Straw Totes & Raffia Beach Accessories", "trend_name": "Woven Straw Totes & Summer Hats", "trend_type": "accessory", "trend_trajectory": "sustained", "historical_note": "Sustained seasonal accessory trend maintaining top-tier status for beach styling.", "description": "Oversized straw bags, bucket hats, and woven raffia accessories remain the ultimate defining accents for upscale beach styling.", "visual_similarity_reason": "Each image highlights natural straw textures, woven bucket hats, or raffia tote bags used as primary beach accessories.", "instagram_caption": "Your ultimate beach day essentials, found \ud83e\udd0e Woven raffia and straw accessories for effortless seaside styling.\n\n#StrawBag #RaffiaHat #BeachAccessories #ResortEssentials", "trend_signal_strength": "strong", "confidence_score": 0.91, "keywords": [ "straw sun hat", "straw tote bag", "woven raffia", "straw bucket hat" ], "example_media_refs": [ "173762:1", "172391:1", "173513:1", "174324:1", "172712:1", "173692:1" ], "example_post_ids": [ 173762, 172391, 173513, 174324, 172712, 173692 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 6 }, { "blog_title": "Fluid Asymmetrical Drape Maxi Dresses", "trend_name": "Asymmetrical Drape Maxi Dresses", "trend_type": "outfit", "trend_trajectory": "net_new", "historical_note": "Net-new silhouette trend focusing on architectural draping for evening resort wear.", "description": "Fluid, asymmetric drapes and one-shoulder silhouettes provide an effortless, high-end resort look for evening dinners and coastal getaways.", "visual_similarity_reason": "All matching posts feature fluid maxi dresses with asymmetrical drapes, wrap cuts, or high-slit hemlines.", "instagram_caption": "Designed to move with you \u2728 Fluid drapes and asymmetric silhouettes for effortless evening elegance.\n\n#AsymmetricDress #ResortWear #EveningStyle #VacationLook", "trend_signal_strength": "strong", "confidence_score": 0.87, "keywords": [ "asymmetric drape dress", "asymmetric hem dress", "flowing maxi dress", "cape sleeve dress" ], "example_media_refs": [ "174508:1", "171843:1", "172405:1", "174355:1", "172586:1", "173080:1" ], "example_post_ids": [ 174508, 171843, 172405, 174355, 172586, 173080 ], "matching_image_count": 6, "matching_parent_post_count": 6, "matching_author_count": 6 } ], "overview_title": "Latest Trends", "overview_description": "This week\u2019s resort wear leans into a sophisticated, sun-kissed palette, with rich mocha sets from @mennillodesigns and @arayswim complemented by high-shine metallic bikinis from @kamariswim and @nikkisbeachhousebtq. Playful gingham prints via @montce_swim and vibrant island florals from @lokahiswimwear bring high-summer energy to beachside styling, effortlessly layered with sarong skirts from @niathebrand and @secondsummerlabel. For evening transitions, fluid asymmetrical maxi dresses by @erikapenaofficial and @ochrelane anchor the aesthetic, finished with oversized raffia totes from @peony and @tiare_hawaii.", "generation_diagnostics": { "available": true, "generated_at": "2026-07-28T20:16:12.798326Z", "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": 6, "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": [ 173723, 175522, 173211, 173572, 172272, 172087, 173762, 173641, 172003, 172909, 175746, 172661, 175837, 173294, 172961, 171760, 172586, 173614, 174508, 172712, 172391, 174403, 173886, 172485, 175054, 172056, 175623, 173797, 175402, 174730, 173787, 176008, 173521, 172349, 172596, 174210, 175881, 171964, 172889, 173139, 172691, 172213, 172971, 171843, 173513, 174338, 174211, 172996, 172910, 171901, 173849, 174529, 174024, 171721, 172065, 172874, 174987, 175320, 174635, 173909, 174069, 174212, 173197, 173522, 173454, 173394, 171850, 175913, 171742, 171952, 172020, 172337, 173692, 173774, 175355, 173747, 172864, 173133, 171695, 172786, 173284, 173236, 174296, 173033, 174008, 173603, 173163, 175884, 171770, 173976, 172764, 171930, 172827, 171965, 172536, 173977, 172405, 173814, 175085, 174496, 174471, 172162, 173530, 175036, 173104, 174107, 172561, 174240, 172619, 172571, 172494, 173367, 173117, 175037, 173925, 173237, 174674, 172422, 173072, 174312, 173080, 173632, 174415, 172694, 175575, 172532, 171943, 172031, 173711, 172040, 173654, 173153, 172438, 173052, 173258, 174894, 172804, 172675, 172676, 172951, 172439, 172457, 175123, 174355, 172314, 175503, 175948, 174712, 171808, 173441, 173682, 172727, 172531, 171733, 173310, 171844, 172549, 172105, 173501, 172446, 174607, 172597, 174436, 174324, 175021, 174438, 173788, 173789, 174424, 171761, 175403, 175697, 173273, 174509, 171953, 174530, 171743, 175404, 173763, 172261, 175590, 173595, 173395, 174357, 172189, 172962, 172982, 172234, 173826, 173514, 173240, 173798, 173324, 172972, 174404, 174704, 171979, 175882, 173212, 172838 ], "analyzed_media_count": 200, "analyzed_media_refs": [ "173723:1", "175522:1", "173211:1", "173572:1", "172272:1", "172087:1", "173762:1", "173641:1", "172003:1", "172909:1", "175746:1", "172661:1", "175837:1", "173294:1", "172961:1", "171760:1", "172586:1", "173614:1", "174508:1", "172712:1", "172391:1", "174403:1", "173886:1", "172485:1", "175054:1", "172056:1", "175623:1", "173797:1", "175402:1", "174730:1", "173787:1", "176008:1", "173521:1", "172349:1", "172596:1", "174210:1", "175881:1", "171964:1", "172889:1", "173139:1", "172691:1", "172213:1", "172971:1", "171843:1", "173513:1", "174338:1", "174211:1", "172996:1", "172910:1", "171901:1", "173849:1", "174529:1", "174024:1", "171721:1", "172065:1", "172874:1", "174987:1", "175320:1", "174635:1", "173909:1", "174069:1", "174212:1", "173197:1", "173522:1", "173454:1", "173394:1", "171850:1", "175913:1", "171742:1", "171952:1", "172020:1", "172337:1", "173692:1", "173774:1", "175355:1", "173747:1", "172864:1", "173133:1", "171695:1", "172786:1", "173284:1", "173236:1", "174296:1", "173033:1", "174008:1", "173603:1", "173163:1", "175884:1", "171770:1", "173976:1", "172764:1", "171930:1", "172827:1", "171965:1", "172536:1", "173977:1", "172405:1", "173814:1", "175085:1", "174496:1", "174471:1", "172162:1", "173530:1", "175036:1", "173104:1", "174107:1", "172561:1", "174240:1", "172619:1", "172571:1", "172494:1", "173367:1", "173117:1", "175037:1", "173925:1", "173237:1", "174674:1", "172422:1", "173072:1", "174312:1", "173080:1", "173632:1", "174415:1", "172694:1", "175575:1", "172532:1", "171943:1", "172031:1", "173711:1", "172040:1", "173654:1", "173153:1", "172438:1", "173052:1", "173258:1", "174894:1", "172804:1", "172675:1", "172676:1", "172951:1", "172439:1", "172457:1", "175123:1", "174355:1", "172314:1", "175503:1", "175948:1", "174712:1", "171808:1", "173441:1", "173682:1", "172727:1", "172531:1", "171733:1", "173310:1", "171844:1", "172549:1", "172105:1", "173501:1", "172446:1", "174607:1", "172597:1", "174436:1", "174324:1", "175021:1", "174438:1", "173788:1", "173789:1", "174424:1", "171761:1", "175403:1", "175697:1", "173273:1", "174509:1", "171953:1", "174530:1", "171743:1", "175404:1", "173763:1", "172261:1", "175590:1", "173595:1", "173395:1", "174357:1", "172189:1", "172962:1", "172982:1", "172234:1", "173826:1", "173514:1", "173240:1", "173798:1", "173324:1", "172972:1", "174404:1", "174704:1", "171979:1", "175882:1", "173212:1", "172838:1" ], "full_source_prompt_character_count": 112389, "source_prompt_character_count": 112389, "prompt_character_count": 112389, "prompt_character_limit": 300000, "prompt_was_truncated": false, "candidate_prompt_character_count": 116548, "validation_prompt_character_count": 121985, "candidate_reasoning_scratchpad": "The current data highlights a heavy focus on resortwear, tropical getaways, and swimwear updates with strong color-blocking, metallic finishes, and coordinate sets. Key aesthetic drivers include earthy chocolate brown swimwear, vibrant hibiscus or floral prints, and casual beach-to-bar styling formulas featuring sarongs and oversized straw totes.", "validation_reasoning_scratchpad": "The candidate clusters were evaluated against the raw data, filtering out single-brand initiatives and validating recurring visual themes like chocolate brown swimwear, retro gingham prints, sarong resort layering, high-shine metallics, and tropical island prints. Each validated trend successfully meets the minimum criteria of containing at least 4 distinct image MediaRefs from at least 3 separate parent posts.", "ai_discovered_candidate_count": 7, "candidate_trends": [ { "candidate_name": "Chocolate Brown & Espresso Swimwear", "trend_type": "color", "visual_axis": "color", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "175623:1", "173797:1", "173454:1", "173826:1", "174404:1" ], "visual_cues": [ "chocolate brown bikini", "mocha sand swimwear", "earth tone palette", "island bronze shades" ] }, { "candidate_name": "Classic Gingham Swim & Resort Sets", "trend_type": "texture", "visual_axis": "texture", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "173849:1", "174008:1", "172561:1", "173367:1" ], "visual_cues": [ "gingham print", "plaid check pattern", "retro gingham bikini", "brown gingham swimsuit" ] }, { "candidate_name": "Sarong & Wrap-Around Beach Skirts", "trend_type": "styling_formula", "visual_axis": "styling_formula", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "175522:1", "172031:1", "175085:1", "172536:1", "173395:1" ], "visual_cues": [ "sarong wrap", "wrap-around skirt", "matching sarong", "fringed sarong" ] }, { "candidate_name": "Metallic & Shimmer Swimwear", "trend_type": "texture", "visual_axis": "texture", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "171721:1", "172065:1", "174210:1", "174530:1", "172694:1" ], "visual_cues": [ "shimmer fabric", "sparkly bikini", "lurex fabric", "metallic sheen" ] }, { "candidate_name": "Tropical Floral & Island Prints", "trend_type": "outfit", "visual_axis": "garment_type", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173211:1", "173294:1", "173787:1", "173814:1", "173212:1" ], "visual_cues": [ "floral print bikini", "tropical floral print", "hibiscus print", "botanical fruit print" ] }, { "candidate_name": "Woven Straw Totes & Summer Hats", "trend_type": "accessory", "visual_axis": "accessory", "historical_relationship": "net_new", "seed_media_count": 5, "seed_media_refs": [ "173762:1", "172391:1", "173513:1", "174324:1", "172712:1" ], "visual_cues": [ "straw sun hat", "straw tote bag", "woven raffia", "straw bucket hat" ] }, { "candidate_name": "Asymmetrical Drape Maxi Dresses", "trend_type": "outfit", "visual_axis": "silhouette", "historical_relationship": "net_new", "seed_media_count": 4, "seed_media_refs": [ "174508:1", "171843:1", "172405:1", "174355:1" ], "visual_cues": [ "asymmetric drape dress", "asymmetric hem dress", "flowing maxi dress", "cape sleeve dress" ] } ], "ai_candidate_trend_count": 7, "ai_validated_trend_count_before_filter": 7, "accepted_trend_count": 7, "rejected_trend_count": 0, "rejected_trends": [] } } }