# Luke (@luke.buildsai) on tiktok

- id: koinon:creator:tiktok_luke.buildsai
- url: https://koinonlink.com/kol/tiktok/luke.buildsai
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: luke.buildsai
- platform_url: https://www.tiktok.com/@luke.buildsai
- website: https://lukebuildsai.carrd.co/
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2108
- following: 279
- posts_observed: 4
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI automation for trades businesses, AI receptionists and voice agents, AI vs automation decision frameworks, Selling and implementing AI for small trades companies, Practical AI talks and workshops for local businesses
- bio: yapping about ai

## Audience (inferred)
- status: present
- description: Tradespeople and small trades business owners (plumbers, electricians) seeking practical AI automations for their operations
- roles: automation
- seniority: decision_maker
- pain_points: Struggling to identify which AI tools actually fit their trades business without wasting time or money, Confusion between AI and simple automation when choosing solutions, Fear of data sharing and AI risks in a small business context, Difficulty finding low-competition ways to get started with AI or attract initial clients
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 35
- authenticity_basis: profile_shape_only
- credibility_score: 35
- 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_luke.buildsai#15c0f1a8] I’ve made an AI Operating System Playbook for tradespeople💥 This doc is the faster path to finding ai automations your trades business needs 🔥 #AI #Tradespeople #aiAutomation #plumber #electricians (https://www.tiktok.com/@luke.buildsai)
- [tiktok_luke.buildsai#1f4183c0] Everything In Its Right Place
- [tiktok_luke.buildsai#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_luke.buildsai#61539ac7] Check out Luke’s video! #TikTok >
- [tiktok_luke.buildsai#94ccb2c9] Northern AI Receptionist built for a local plumbing company. Comment plumber for more information! #aiautomation #voiceagent #ai #tradesman #fyp
- [tiktok_luke.buildsai#d9ea9c05] original sound - luke.buildsai
- [tiktok_luke.buildsai#36671514] Biggest mistakes I see with ChatGPT
- [tiktok_luke.buildsai#20c05e74] Original Sound

## 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=71, 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=71, 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=71, method=platform_profile

## Freshness
- profile_checked_days_ago: 71
- content_analysed_days_ago: 66
- audience_updated_days_ago: 66

## AI retrieval
- indexing_requests: 11
- 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_luke.buildsai
- Request removal: https://koinonlink.com/claim?k=tiktok_luke.buildsai
- Terms: https://koinonlink.com/for-ai