{ "schema_version": 1, "reviewed_at": "2026-11-02", "scope": "Bounded public YouTube discovery, captions and comment samples via vidIQ; cross-checked with existing dated Duhployed evidence. No new OD retrieval or native test.", "discovery": { "searches": 3, "results_per_search": 8, "returned_rows": 24, "distinct_results": 18, "selected_videos": 5, "selection": "Relevant review videos from five distinct channels, including a recent short; off-platform results excluded. Not an exhaustive or representative tutorial inventory.", "niche_raw_search": { "returned_threads": 11, "returned_comment_items": 12, "retained_for_ourdream_findings": 0, "reason": "Topic drift into other tools and general AI production; niche relevance was not verified by the provider." } }, "comment_sample": { "order": "relevance", "max_threads_per_video": 30, "selected_videos": 5, "videos_returning_threads": 3, "returned_threads": 8, "returned_replies": 5, "returned_items": 13, "excluded_creator_items": 1, "verified_viewer_items": 0, "verified_recurring_viewer_pattern": "insufficient_evidence", "date_range_returned_items": { "from": "2026-08-04", "to": "2026-10-24" }, "limits": [ "Counts reflect returned threads and actual returned replies, not metadata comment counts.", "Two videos returned no comments, and one returned only a creator promotion; neither proves an absence of questions.", "Non-owner records lacked comparable channel URLs. Owner-handle lookups matched two video channels but could not resolve those records; no verified-viewer count or verbatim comment is published.", "Repeated complaint text was not counted as independent corroboration. Chatter, generic praise and off-platform promotion were excluded from question leads.", "Relevance ordering and small samples do not establish audience prevalence." ], "identity_unverified_items": 12 }, "sources": [ { "video_id": "r9Ac80sTYNo", "url": "https://www.youtube.com/watch?v=r9Ac80sTYNo", "title": "OurDream AI in 37 seconds: is it worth $19.99? (2026)", "creator": "AI Companion Mag", "published_at": "2026-10-23T14:23:12Z", "comments": { "returned_threads": 0, "returned_replies": 0, "excluded_owner_items": 0, "identity_unverified_items": 0, "next_page_returned": false }, "caption_read": true }, { "video_id": "a_Ej7tINDP4", "url": "https://www.youtube.com/watch?v=a_Ej7tINDP4", "title": "OurDream AI Honest Review in 2026 | Is It Worth Paying For? (2026 Step by Step Guide)", "creator": "Claritics", "published_at": "2026-09-11T17:42:45Z", "comments": { "returned_threads": 0, "returned_replies": 0, "excluded_owner_items": 0, "identity_unverified_items": 0, "next_page_returned": false }, "caption_read": false }, { "video_id": "Y2DTtOy7CWg", "url": "https://www.youtube.com/watch?v=Y2DTtOy7CWg", "title": "ourdream.ai Review 2026: Is It Worth It?", "creator": "AI Girlfriend Decoded", "published_at": "2026-09-13T11:00:37Z", "comments": { "returned_threads": 1, "returned_replies": 0, "excluded_owner_items": 1, "identity_unverified_items": 0, "next_page_returned": false }, "caption_read": true }, { "video_id": "U2EtdJKavNQ", "url": "https://www.youtube.com/watch?v=U2EtdJKavNQ", "title": "OurDream.ai Review 2026 | Is OurDream AI the BEST AI Girlfriend? 🤔", "creator": "Best AI Reviews", "published_at": "2026-09-20T09:00:49Z", "comments": { "returned_threads": 2, "returned_replies": 1, "excluded_owner_items": 0, "identity_unverified_items": 3, "next_page_returned": false }, "caption_read": true }, { "video_id": "rLHmre3lAYA", "url": "https://www.youtube.com/watch?v=rLHmre3lAYA", "title": "OurDream AI Honest Review 2026! - Is It Worth Paying For?", "creator": "Blaze Guides", "published_at": "2026-08-03T22:48:22Z", "comments": { "returned_threads": 5, "returned_replies": 4, "excluded_owner_items": 0, "identity_unverified_items": 9, "next_page_returned": false }, "caption_read": false } ], "comment_leads": [ { "id": "credits-access", "source_video_id": "U2EtdJKavNQ", "evidence_type": "identity_unverified_comment_paraphrase", "lead": "A request for free credits prompted an editorial explanation of credits versus feature access.", "adopted_fact_from_comment": false }, { "id": "memory-and-image-quality", "source_video_id": "rLHmre3lAYA", "evidence_type": "identity_unverified_comment_paraphrase", "lead": "Contrasting reports of memory and image quality prompted clearer test criteria; neither report establishes a general result.", "adopted_fact_from_comment": false } ], "caption_findings": [ { "id": "recall-versus-callback", "video_id": "r9Ac80sTYNo", "range": "0:00–0:16", "evidence_type": "creator_caption", "finding": "The narrator proposes an unsolicited future-event callback test and leaves its result pending.", "decision": "Clarify prompted recall versus initiative/timing; not a completed test or notification feature." }, { "id": "balance-versus-allowance", "video_id": "U2EtdJKavNQ", "range": "0:00; 5:35", "evidence_type": "creator_caption", "finding": "The narrator associates a balance with a monthly purchase and uses inconsistent currency terminology.", "decision": "Do not adopt an allowance, price or unit conversion. Separate balance, plan allowance and operation charge." }, { "id": "media-defects", "video_id": "U2EtdJKavNQ", "range": "6:07–6:24", "evidence_type": "creator_caption", "finding": "The narrator acknowledges visual/characterization defects despite a favorable overall review.", "decision": "Retain criterion-specific image checks. No visual inspection or efficacy result inferred." }, { "id": "qualified-memory-and-costs", "video_id": "Y2DTtOy7CWg", "range": "1:22–2:09; 6:26–6:42", "evidence_type": "creator_caption", "finding": "Narration qualifies memory and quality and advises checking current prices.", "decision": "Retain dated documentation/current-account checks. Fixed narrated media rates were not adopted." } ], "verification": { "basis": "Existing retained official documentation, editorial examples and separately scoped historical native evidence.", "new_native_trials": "not_run", "current_account_controls": "not_inspected", "current_costs": "unknown", "historical_native_evidence": "unchanged", "automation_policy_gate": "not_cleared", "visual_video_review": "not_run" } }