# AI - Dustin (@dustingilmour) on tiktok

- id: koinon:creator:tiktok_dustingilmour
- url: https://koinonlink.com/kol/tiktok/dustingilmour
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: dustingilmour
- platform_url: https://www.tiktok.com/@dustingilmour
- website: https://www.skool.com/ai-voice-bootcamp/about
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4331
- following: 98
- 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: 0.95
- category_source: derived_from_recent_content
- topics: ChatGPT/Claude prompt engineering and commands, AI automation with Claude Code, Productivity and job/study hacks using AI, Futuristic AI-generated city, architecture and sci-fi visual, Comparing AI tools for different use cases
- bio: Come Learn ✏️ how to automate systems and business's with Claude Code & OpenClaw 🦀👇

## Audience (inferred)
- status: present
- description: TikTok users interested in AI tools, prompt hacks, productivity automation with Claude/ChatGPT, and viral futuristic AI-generated visuals
- roles: general_ai
- seniority: practitioner
- pain_points: Picking the right AI tool for writing, coding, research or job tasks, Writing effective prompts that actually deliver results, Automating workflows without constant manual input, Finding practical AI uses beyond hype or low-effort viral content
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 39
- authenticity_basis: profile_shape_only
- credibility_score: 39
- 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_dustingilmour#4764a7d4] Harvard, Yale, and MIT have free courses online. No tuition, no excuses. #freecourses #learning #SelfImprovement #education (https://www.tiktok.com/@dustingilmour)
- [tiktok_dustingilmour#a6d343ee] original sound - dustingilmour
- [tiktok_dustingilmour#8225e332] It is a becoming a big trend on TikTok now! Click here: freecourses
- [tiktok_dustingilmour#63a8d431] Check out AI - Dustin’s video! #TikTok >
- [tiktok_dustingilmour#f5ea670f] Stop using the same AI tool for everything. Here is exactly which one wins for writing, research, coding, and making money. #aitools #aitips #chatgpt #productivity
- [tiktok_dustingilmour#2241dd44] I ran Claude for 5 hours without touching it. Type /goal and it keeps going until the job is done. #claudecode #aitips #aitools #productivity
- [tiktok_dustingilmour#c9914be2] ChatGPT can rate your face out of 10. This prompt is everywhere right now. #chatgpt #ai #viral #aitools
- [tiktok_dustingilmour#d835f8ea] He asked ChatGPT to apply to 500 jobs. 8 interviews in 48 hours. #chatgpt #jobsearch #aitools #career

## 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=57, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=57, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=57, 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=57, 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=57, 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: 57
- audience_updated_days_ago: 57

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