# Promptful (@promptful.official) on tiktok

- id: koinon:creator:tiktok_promptful.official
- url: https://koinonlink.com/kol/tiktok/promptful.official
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: promptful.official
- platform_url: https://www.tiktok.com/@promptful.official
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8256
- following: 1
- 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: entertainment
- subcategory: edu_science
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI agents and models, Foldable and novel display phones/laptops, Home and humanoid robots, CES-style future tech concepts, Chinese tech and automation advances

## Audience (inferred)
- status: present
- description: TikTok users scrolling for viral clips about new gadgets, AI demos, foldable phones, and robotics
- roles: consumer
- seniority: consumer
- pain_points: Missing out on the latest gadget drops and viral tech trends, Struggling to tell real product launches from hype in short clips, Wanting to see futuristic tech without reading long articles
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 43
- authenticity_basis: profile_shape_only
- credibility_score: 43
- 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_promptful.official#c61636f4] Nvidia CEO Jenson Huang unrivalled the world first palm size AI supercomputer which is 1000 times faster than an average laptop #fyp #viral #nvidia #aisupercomputer #promptfulofficial (https://www.tiktok.com/@promptful.official)
- [tiktok_promptful.official#f273e957] original sound - promptful.official
- [tiktok_promptful.official#bb7f12b7] It is a becoming a big trend on TikTok now! Click here: fyp
- [tiktok_promptful.official#8562f1ad] Check out Promptful’s video! #TikTok >
- [tiktok_promptful.official#494c74c9] how spatial computing and wearable tech are transforming digital art and creative workflows. #fashiondesigners  #applevisionpro #augmentedreality #arart #digitalart
- [tiktok_promptful.official#04e8b7c8] GYM (Ultra Slowed)
- [tiktok_promptful.official#37dedee7] Samsung just introduced a mind-blowing privacy display that limits viewing angles, keeping your screen hidden from people around you. This next-gen display technology enhances security in public spaces, protecting sensitive information from shoulder surfers. From business profess

## 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=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=70, 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=70, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=92, 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=70, 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=92, 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=92, method=platform_profile

## Freshness
- profile_checked_days_ago: 92
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

## 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_promptful.official
- Request removal: https://koinonlink.com/claim?k=tiktok_promptful.official
- Terms: https://koinonlink.com/for-ai