# aiwitheddie (@aiwitheddie) on tiktok

- id: koinon:creator:tiktok_aiwitheddie
- url: https://koinonlink.com/kol/tiktok/aiwitheddie
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: aiwitheddie
- platform_url: https://www.tiktok.com/@aiwitheddie
- website: https://stan.store/aiwitheddie
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 10367
- following: 308
- posts_observed: 7
- verified: false
- size_tier: koc

## 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: 0.95
- category_source: derived_from_recent_content
- topics: No-code AI automation for small businesses, 30-day AI system installation, Autopilot business operations, Lead response automation, Replacing manual tasks with AI
- bio: I help businesses install AI systems that run on autopilot. No code. 30 days. 👇

## Audience (inferred)
- status: present
- description: Small business owners and entrepreneurs seeking no-code AI automation to run their operations on autopilot
- roles: automation
- seniority: decision_maker
- pain_points: Acting as the bottleneck handling daily tasks instead of focusing on growth, Losing leads and revenue due to slow response times, Business stops functioning during time off or vacations, Spending time on low-value $10/hr busywork instead of high-value activities
- posts_analysed: 22
- confidence: 0.6

## 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: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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_aiwitheddie#75edae4a] Get my AI profit system ready to go in 30 days go to my website for $249.97. You get my entire system it.  You can also print my free guide that gives you five tips and shows you exactly how I do it #aibusiness (https://www.tiktok.com/@aiwitheddie)
- [tiktok_aiwitheddie#819da4a8] original sound - aiwitheddie
- [tiktok_aiwitheddie#dec1fcca] Knowledge
- [tiktok_aiwitheddie#289bf8a9] It is a becoming a big trend on TikTok now! Click here: aibusiness
- [tiktok_aiwitheddie#b1f84413] Check out aiwitheddie’s video! #TikTok >
- [tiktok_aiwitheddie#e9f7c727] Go to my website check out my free guide shows you step-by-step how we get AI into your business in 30 days #AIForBusiness
- [tiktok_aiwitheddie#4f096353] When you’re on vacation, you want AI taken care of those basic tasks like making sure that 2 AM email gets answered in 60 seconds #AIForBusiness
- [tiktok_aiwitheddie#aaa8e5dc] Future City

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=98, 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=79, 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=98, 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=98, method=platform_profile

## Freshness
- profile_checked_days_ago: 98
- content_analysed_days_ago: 79
- audience_updated_days_ago: 79

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