# Chris Builds With AI (@chris.buildgreatproducts) on tiktok

- id: koinon:creator:tiktok_chris.buildgreatproducts
- url: https://koinonlink.com/kol/tiktok/chris.buildgreatproducts
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: chris.buildgreatproducts
- platform_url: https://www.tiktok.com/@chris.buildgreatproducts
- website: Skool.com/aiapps/about
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3251
- following: 19
- posts_observed: 8
- 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: 0.92
- category_source: derived_from_recent_content
- topics: 用Claude/ChatGPT快速建app和网站, vibe coding与AI技能编写, 修复AI生成的bug和slop, Claude Code/Fable等工具实战, 用AI做shader、设计效果和游戏, AI产品如何获客和赚钱
- bio: Helping non-technical people build real apps with AI
Learn to build and launch apps that actually get customers 👇

## Audience (inferred)
- status: present
- description: solopreneurs, indie developers, and professionals looking to rapidly build apps with AI
- roles: dev
- seniority: practitioner
- pain_points: AI-generated code is prone to bugs and hard to debug, apps built with AI look generic and lack design coherence, high software subscription costs make self-reliance appealing, but unclear how to implement with AI, vibe coding produces products with low user interest or poor conversion rates
- posts_analysed: 40
- confidence: 0.75

## 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: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_chris.buildgreatproducts#64af767e] @ChatGPT just killed website builders. Here's how to create an incredible, professional website in minutes with ChatGPT Sites. First, download the new ChatGPT desktop app, and switch to ChatGPT Work. Then, tag @sites on a new session and give it a prompt like 'build a website for (https://www.tiktok.com/@chris.buildgreatproducts)
- [tiktok_chris.buildgreatproducts#d73ef924] original

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=72, 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=72, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, 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=72, 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=91, 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=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 72
- audience_updated_days_ago: 72

## 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_chris.buildgreatproducts
- Request removal: https://koinonlink.com/claim?k=tiktok_chris.buildgreatproducts
- Terms: https://koinonlink.com/for-ai