# Devyani (@formula_dev) on tiktok

- id: koinon:creator:tiktok_formula_dev
- url: https://koinonlink.com/kol/tiktok/formula_dev
- schema_version: 1.2

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

## Reach
- followers: 62207
- following: 258
- posts_total: 3248
- posts_observed: 3
- 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: entertainment
- subcategory: sports
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: F1 driver lore and teammate dynamics, Monza race history and moments, Nico Rosberg grid walks and commentary, Dutch GP and recent race analysis, Sebastian Vettel and Schumacher references, George Russell and Mercedes/Ferrari storylines

## Audience (inferred)
- status: present
- description: Formula 1 fans who enjoy deep driver lore, teammate dynamics, race recaps and niche historical moments
- roles: consumer
- seniority: consumer
- pain_points: missing classic F1 elements like the Lenovo kiss trophy, frustration with team orders limiting driver battles, wanting more unfiltered driver personality and crowd interaction moments, craving detailed behind-the-scenes lore on specific races and rivalries
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 62
- authenticity_basis: profile_shape_only
- credibility_score: 62
- 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_formula_dev#3c71a44a] it wasn’t a check but he paid his dad back - I cut 4 min of random George lore and me waxing poetry about him and being a try hard. Then I got into the sleep over at Toto’s house and it had to stop.  #f1 #georgerussell #williamsf1 #mercedesf1 #f1lore (https://www.tiktok.com/@formula_dev)
- [tiktok_formula_dev#1ec94db6] original sound - formula_dev
- [tiktok_formula_dev#7e858444] 22 races, 20 drivers, 10 teams. Welcome to the world's most prestigious motor racing competition – Formula 1. Use #F1 to join the action.
- [tiktok_formula_dev#c6e91fc6] It is a becoming a big trend on TikTok now! Click here: f1
- [tiktok_formula_dev#1847f28a] Check out Devyani’s video! #TikTok >
- [tiktok_formula_dev#6b7e645e] Search:
- [tiktok_formula_dev#2500df0f] george russell pay back his dad
- [tiktok_formula_dev#867d3191] and they lived happily ever after - no gesticulating in turkey, no not bad for a number 2 driver, no multi 21, no I was racing I was faster I passed him I won #f1 #sebastianvettel #markwebber #redbullracing #greenscreen

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=49, 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=0, 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=49, 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=49, method=platform_profile

## Freshness
- profile_checked_days_ago: 49
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_formula_dev
- Request removal: https://koinonlink.com/claim?k=tiktok_formula_dev
- Terms: https://koinonlink.com/for-ai