# PromptFluent (@promptfluent) on tiktok

- id: koinon:creator:tiktok_promptfluent
- url: https://koinonlink.com/kol/tiktok/promptfluent
- schema_version: 1.4

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

## Reach
- followers: 9863
- posts_observed: 1
- verified: false
- size_tier: nano

## 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: AI Prompts, AI Tools, Productivity, AI Adoption
- bio: 20,000+ AI prompts for your 2:00 AM productivity spiral. www.promptfluent.com

## Audience (inferred)
- status: present
- description: AI prompt users seeking productivity tools and team AI insights, but data too sparse to judge accurately
- roles: none
- seniority: learner
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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.

## Evidence
- [tiktok_promptfluent#59491dcf] The AI Dashboard That Shows How Your Team Uses AI (and How to Get Better)  PromptFluent AI Execution Intelligence and Insights measures what's working, flags where you're losing time and money, and turns everyday AI activity into consistent results. See your own AI Execution Scor (https://www.tiktok.com/@promptfluent)
- [tiktok_promptfluent#71c2c9fb] original sound - promptfluent
- [tiktok_promptfluent#871ddcb6] It is a becoming a big trend on TikTok now! Click here: aiprompts
- [tiktok_promptfluent#9fd60b77] Check out PromptFluent’s video! #TikTok >
- [tiktok_promptfluent#16194f4e] AI Adoption is Everywhere. Business Results Aren't. We Fix That. 20,000+ AI Prompts. Prompt Studio. AI Execution Intelligence. #AIPrompts #AI #AITools #FYP #PromptFluent

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=79, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 79
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 8
- 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_promptfluent
- Request removal: https://koinonlink.com/claim?k=tiktok_promptfluent
- Terms: https://koinonlink.com/for-ai