# tiannabellai (@tiannabell_tgb_studio) on tiktok

- id: koinon:creator:tiktok_tiannabell_tgb_studio
- url: https://koinonlink.com/kol/tiktok/tiannabell_tgb_studio
- schema_version: 1.4

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

## Reach
- followers: 31716
- following: 991
- posts_observed: 34
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI automation for job applications, ChatGPT prompt engineering, Freelance productivity and project management, Email marketing funnels with Zapier/Klaviyo, Outsourcing mental load

## Audience (inferred)
- status: present
- description: Freelancers, job seekers and side hustlers interested in AI tools for task automation
- roles: none
- seniority: practitioner
- pain_points: Manually applying to dozens of jobs with custom resumes, Spending too much time on repetitive client or boss project management, Struggling to build passive income systems like email funnels, Overwhelm from daily mental load and admin tasks
- posts_analysed: 16
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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_tiannabell_tgb_studio#8fe0892d] How to easily project manage your clients or your BOSS using ChatGPT #productivitytips #freelancelife #digitalnomad #Goodaiapps (https://www.tiktok.com/@tiannabell_tgb_studio)
- [tiktok_tiannabell_tgb_studio#9568cb98] original sound - tiannabell_tgb_studio
- [tiktok_tiannabell_tgb_studio#21ecfa9a] It is a becoming a big trend on TikTok now! Click here: productivitytips
- [tiktok_tiannabell_tgb_studio#dba0bdbe] Check out tiannabellai’s video! #TikTok >
- [tiktok_tiannabell_tgb_studio#00eafb2f] How to use AI and #promptengineering (#ChatGPT) to help you make money while you sleep. Build your Email Marketing Funnel! #stanstore #klayvio #zapier #canva #ai #monetizeai #freelancer #freelance #brandingdesign #brandingstrategy #brandingforsmallbusiness #brandingmarketing #bra
- [tiktok_tiannabell_tgb_studio#47156fcd] Succession Theme Song
- [tiktok_tiannabell_tgb_studio#fae116e6] #greenscreen The 5 most important words you need to know to use ChatGPT like a pro! #ai #monetizeai #freelancer #freelance #brandingdesign #brandingstrategy #brandingforsmallbusi

## 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=53, 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=53, 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=53, method=platform_profile

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

## AI retrieval
- indexing_requests: 5
- 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_tiannabell_tgb_studio
- Request removal: https://koinonlink.com/claim?k=tiktok_tiannabell_tgb_studio
- Terms: https://koinonlink.com/for-ai