# TJ Robertson (@tjrobertson52) on tiktok

- id: koinon:creator:tiktok_tjrobertson52
- url: https://koinonlink.com/kol/tiktok/tjrobertson52
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: tjrobertson52
- platform_url: https://www.tiktok.com/@tjrobertson52
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 19525
- following: 148
- posts_observed: 160
- 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: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI Search / GEO optimization, Preparing websites for AI agents and crawlers, Claude AI model selection and prompting, Shopify and ecommerce visibility in AI results, Knowledge base setup for AI (OKF, markdown, LLMs.txt), Small business SEO strategy in the AI era

## Audience (inferred)
- status: present
- description: Small business owners, SEO practitioners, and agency owners focused on making their sites visible in AI search and agent-driven recommendations
- roles: seo_geo
- seniority: practitioner
- pain_points: Website not being cited or recommended by AI tools like ChatGPT and Claude, Uncertainty about whether their site is blocking AI crawlers or agents, Difficulty structuring content and knowledge bases so AI accurately represents their business, Keeping up with rapid changes in Google AI features, GEO tactics, and model updates
- posts_analysed: 89
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.3
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 48
- authenticity_basis: profile_shape_only
- credibility_score: 48
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=75, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=75, 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=75, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=50, 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=75, 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=50, 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=50, method=platform_profile

## Freshness
- profile_checked_days_ago: 50
- content_analysed_days_ago: 75
- audience_updated_days_ago: 75

## AI retrieval
- indexing_requests: 9
- 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_tjrobertson52
- Request removal: https://koinonlink.com/claim?k=tiktok_tjrobertson52
- Terms: https://koinonlink.com/for-ai