# Mike - AIWithKelso.com (@aiwithkelso) on tiktok

- id: koinon:creator:tiktok_aiwithkelso
- url: https://koinonlink.com/kol/tiktok/aiwithkelso
- schema_version: 1.4

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

## Reach
- followers: 6087
- following: 113
- posts_observed: 1
- 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: Claude在业务中的实际应用与避坑, vibe coding：零代码建网站和系统, AI agents与自动化搭建（Dify等工具）, 小企业主如何用AI做真实落地项目, AI提示、记忆、隐私与模型选择
- bio: Putting AI to work in your business
AI agents & applications
Helping you build AI automations
Claude superfan 
👇 Get Free AI Guides & Resources👇

## Audience (inferred)
- status: present
- description: Small business owners and non-technical decision-makers who want to build websites, automate workflows, and create AI agents using tools like Claude
- roles: automation
- seniority: decision_maker
- pain_points: AI-built solutions often lose context or have bugs, and it's unclear how to keep them running reliably, Websites built with AI don't get indexed well by Google or attract traffic, Want to automate tasks but lack coding skills—no-code tools are still hard to learn and get stuck on, Claude's prompts and settings are too complex;普通人 don’t know how to connect it to their own business data and apps
- 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: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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_aiwithkelso#636dc1d4] AI just cracked a maths problem humans couldn't solve for eighty years. In 1946, Paul Erdős asked: scatter dots on a page, arrange them as cleverly as you can, and what's the biggest number of pairs you can get sitting exactly one centimetre apart? For eighty years everyone belie (https://www.tiktok.com/@aiwithkelso)
- [tiktok_aiwithkelso#02ec7894] original sound - aiwithkelso
- [tiktok_aiwithkelso#4169621e] It is a becoming a big trend on TikTok now! Click here: aiforbusiness
- [tiktok_aiwithkelso#64009a88] Check out Mike - AIWithKelso.com’s video! #TikTok >
- [tiktok_aiwithkelso#07a39a12] The one

## 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=58, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=58, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=58, 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=58, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=94, 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=58, 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=94, 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=94, method=platform_profile

## Freshness
- profile_checked_days_ago: 94
- content_analysed_days_ago: 58
- audience_updated_days_ago: 58

## AI retrieval
- indexing_requests: 8
- 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_aiwithkelso
- Request removal: https://koinonlink.com/claim?k=tiktok_aiwithkelso
- Terms: https://koinonlink.com/for-ai