# Open Residency (@openresidency) on tiktok

- id: koinon:creator:tiktok_openresidency
- url: https://koinonlink.com/kol/tiktok/openresidency
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: openresidency
- platform_url: https://www.tiktok.com/@openresidency
- website: https://youtu.be/5p-sq8v3OXw
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 12456
- posts_observed: 5
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 高转化视频内容, AI agents与业务应用, 内容清晰度与观众留存, 业务信任与长期增长, AI对工作的影响

## Audience (inferred)
- status: present
- description: small to mid-sized business owners and content creators focused on leveraging AI to boost video performance and operational efficiency
- roles: content
- seniority: practitioner
- pain_points: low video content conversion rates, with audiences dropping off easily, fear of AI replacing their current roles, slow business growth, struggling to build long-term trust, inefficient workflows that hinder rapid scaling of content output
- posts_analysed: 15
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 45
- authenticity_basis: profile_shape_only
- credibility_score: 45
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_openresidency#a3fa2725] Bingeble content is high converting content (https://www.tiktok.com/@openresidency)
- [tiktok_openresidency#15a05eff] original sound - openresidency
- [tiktok_openresidency#19f621e0] Check out Open Residency’s video! #TikTok >
- [tiktok_openresidency#6b7e645e] Search:
- [tiktok_openresidency#6a59a87c] high converting content
- [tiktok_openresidency#260531fa] Ai isn't actually changing business
- [tiktok_openresidency#6e786eb4] A confused viewer will never finish your video
- [tiktok_openresidency#dbadcf49] Sometimes clarity is better than data

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=53, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=71, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=53, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=71, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=71, method=platform_profile

## Freshness
- profile_checked_days_ago: 71
- content_analysed_days_ago: 53
- audience_updated_days_ago: 53

## AI retrieval
- indexing_requests: 10
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_openresidency
- Request removal: https://koinonlink.com/claim?k=tiktok_openresidency
- Terms: https://koinonlink.com/for-ai