# aitoolsguy (@aitools_guy) on tiktok

- id: koinon:creator:tiktok_aitools_guy
- url: https://koinonlink.com/kol/tiktok/aitools_guy
- schema_version: 1.3

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

## Reach
- followers: 8115
- following: 3
- posts_total: 17
- posts_observed: 61
- 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: 0.96
- category_source: derived_from_recent_content
- topics: AI tool stacks for solo founders, Building and launching apps with AI in a weekend, One-person business operations and daily drivers, Vibe coding pitfalls and security fixes, No-code + AI tools like Claude, Framer, Higgsfield

## Audience (inferred)
- status: present
- description: Solo founders, indie hackers and aspiring one-person app builders using AI to launch and run businesses without teams
- roles: automation
- seniority: practitioner
- pain_points: Finding a minimal, affordable AI tool stack that replaces an entire team, Vibe-coded apps breaking with hidden security leaks and maintenance issues, High monthly software costs eating into bootstrapped budgets, Running marketing, design, code, and support alone while shipping fast
- posts_analysed: 100
- confidence: 0.9

## 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: 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_aitools_guy#42c467c1] A year ago I was doing everything manually. now my entire startup runs on AI tools that most people haven't even heard of yet. design, code, security, marketing. every piece has its own tool. here's the full list so you don't have to spend months figuring it out yourself. #vibeco (https://www.tiktok.com/@aitools_guy)
- [tiktok_aitools_guy#2d3019df] win again - slowed
- [tiktok_aitools_guy#67b7b58c] It is a becoming a big trend on TikTok now! Click here: vibecoding
- [tiktok_aitools_guy#4ca74894] Check out aitoolsguy’s video! #TikTok >
- [tiktok_aitools_guy#21cab1e0] Every founder needs this stack
- [tiktok_aitools_guy#6b7e645e] Search:
- [tiktok_aitools_guy#76a0e5ef] higgsfield ai
- [tiktok_aitools_guy#f9661301] 4 things killing your vibe-coded app that you probably don't know about. your api keys are public in your react code, anyone can steal them from dev tools. your database is wide open because supabase without RLS lets anyone query anyone else's data. your auth can be bypassed beca

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=25, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=25, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=25, 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=6, 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=6, 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=6, method=platform_profile

## Freshness
- profile_checked_days_ago: 6
- content_analysed_days_ago: 0
- audience_updated_days_ago: 25

## 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_aitools_guy
- Request removal: https://koinonlink.com/claim?k=tiktok_aitools_guy
- Terms: https://koinonlink.com/for-ai