# dean.johnsonn (@dean.johnsonn) on tiktok

- id: koinon:creator:tiktok_dean.johnsonn
- url: https://koinonlink.com/kol/tiktok/dean.johnsonn
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: dean.johnsonn
- platform_url: https://www.tiktok.com/@dean.johnsonn
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 46931
- following: 127
- posts_observed: 1
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI ads生成, 克隆爆款广告, AI UGC与AI influencer, AI广告变现方法, AI dropshipping

## Audience (inferred)
- status: present
- description: small and medium advertisers, agency teams, and paid ad operators who are using or considering AI tools to batch-generate ad creatives
- roles: ads
- seniority: practitioner
- pain_points: High cost and long production cycles for traditional ad creatives, Inability to consistently replicate winning ad ideas, Low efficiency in manually copying competitors' ads, Want to reduce costs with AI but don't know how to implement it effectively
- posts_analysed: 31
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 53
- authenticity_basis: profile_shape_only
- credibility_score: 53
- 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_dean.johnsonn#fe97c474] $1M off one ai ad #ai #aiads #aiugc #aiinfluencers (https://www.tiktok.com/@dean.johnsonn)
- [tiktok_dean.johnsonn#57c01218] original sound - dean.johnsonn
- [tiktok_dean.johnsonn#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_dean.johnsonn#9f783f4d] Check out dean.johnsonn’s video! #TikTok >
- [tiktok_dean.johnsonn#6b7e645e] Search:
- [tiktok_dean.johnsonn#ab5245b9] ai product ad generators
- [tiktok_dean.johnsonn#0e8c291a] My biggest secret lol #ai #aiugc #aiads
- [tiktok_dean.johnsonn#d93dbc90] Harbinger of Dismal Changes

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=67, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=67, 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=67, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=95, 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=67, 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=95, 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=95, method=platform_profile

## Freshness
- profile_checked_days_ago: 95
- content_analysed_days_ago: 67
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 12
- 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_dean.johnsonn
- Request removal: https://koinonlink.com/claim?k=tiktok_dean.johnsonn
- Terms: https://koinonlink.com/for-ai