# fit_developer (@fit_developer) on tiktok

- id: koinon:creator:tiktok_fit_developer
- url: https://koinonlink.com/kol/tiktok/fit_developer
- schema_version: 1.4

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

## Reach
- followers: 2535
- following: 140
- posts_total: 47
- posts_observed: 2
- 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: ecommerce
- subcategory: crossborder
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: London property development and flips, Before-and-after project showcases, Sales prices and investment returns, Kerb appeal and interior design tips, Project evaluation and staging
- bio: London Property Developer
Co owner of: @Evolve fitness LDN

## Audience (inferred)
- status: present
- description: London property developers, investors and renovators focused on Victorian house flips in areas like Leyton, Walthamstow and Clapton
- roles: none
- seniority: decision_maker
- pain_points: Maximising sale prices and investor returns on refurb projects, Achieving strong kerb appeal and standout interior features, Handling stress, unforeseen costs and scope evaluation during development, Deciding whether staging is worth the added expense
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.4
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 36
- authenticity_basis: profile_shape_only
- credibility_score: 36
- 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_fit_developer#f1af52ee] How to gurantee kerb appeal from the front of your house! 💪🏽 What do you think?  #londonproperty #walthamstow #leytonstone #victorianhouse #propertydevelopment #propertyinvesting #propertytour #housetour #housegoals (https://www.tiktok.com/@fit_developer)
- [tiktok_fit_developer#11a62562] original sound - fit_developer
- [tiktok_fit_developer#ece25903] It is a becoming a big trend on TikTok now! Click here: londonproperty
- [tiktok_fit_developer#17d52ef6] Check out fit_developer’s video! #TikTok >
- [tiktok_fit_developer#6575cfd4] Learn about making informed financial decisions
- [tiktok_fit_developer#b86f569b] One of my favourite principle suites that we’ve done to date. En-suite ✅  Walk in wardrobe ✅  Views ✅  Balcony ✅  #londonproperty #leytonstoneschool #leyton #walthamstow #propertydevelopment #housegoals #houseinspo #houseoftiktok #housetour #propertytour #victorianhouse
- [tiktok_fit_developer#a0070897] A few features we include in our living spaces 🏠  What do you think? 😃 #londonproperty #walthamstow #ley

## 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=66, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=66, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=66, 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=66, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=93, 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=66, 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=93, 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=93, method=platform_profile

## Freshness
- profile_checked_days_ago: 93
- content_analysed_days_ago: 66
- audience_updated_days_ago: 66

## AI retrieval
- indexing_requests: 6
- 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_fit_developer
- Request removal: https://koinonlink.com/claim?k=tiktok_fit_developer
- Terms: https://koinonlink.com/for-ai