# Miss AI | Keira Nesdale (@keiranesdale) on tiktok

- id: koinon:creator:tiktok_keiranesdale
- url: https://koinonlink.com/kol/tiktok/keiranesdale
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: keiranesdale
- platform_url: https://www.tiktok.com/@keiranesdale
- website: https://youtu.be/dpFdnJ2qxCE?si=wxMy2Dh3HpVvbGc4
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 10204
- following: 43
- posts_observed: 6
- 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: 0.97
- category_source: derived_from_recent_content
- topics: AI tools for content creation and reels, Workflow automation with agents, Voice cloning and avatar videos, AI for marketing and ad testing, Beginner side-hustle guides, Keeping up with fast-moving AI trends

## Audience (inferred)
- status: present
- description: AI-curious content creators, small business owners and side-hustle beginners on TikTok who want practical tool tutorials and workflow shortcuts
- roles: content
- seniority: practitioner
- pain_points: Overwhelmed by choosing which AI tools to learn first, Spending too much time manually editing long videos into short clips, Struggling to test hooks and creatives before running ads, Trying to monetize content or start a side hustle with no experience
- 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: 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_keiranesdale#1a79cd2f] The OpenClaw setup guide everyone has been asking for.  Comment “OpenClaw” and I’ll send you the full PDF guide 🦞 #openclaw #aiagent #artificialintelligence #claude #fyp (https://www.tiktok.com/@keiranesdale)
- [tiktok_keiranesdale#2a5ca0e6] The Champion
- [tiktok_keiranesdale#952b8b7d] It is a becoming a big trend on TikTok now! Click here: openclaw
- [tiktok_keiranesdale#bee91777] Check out Miss AI | Keira Nesdale’s video! #TikTok >
- [tiktok_keiranesdale#35c8396c] I just used HeyGen to search and clip a 60minute podcast into 10 reels. @heygen.com is a gamechanger for creators! #heygen #missai #artificialintelligence #creator
- [tiktok_keiranesdale#ef274b0b] original sound - keiranesdale
- [tiktok_keiranesdale#5652a350] Started a web design biz at 15, taught himself everything, hired a VA, then fired them 6 years later. Built from scratch. #Entrepreneur #WebDesign #BusinessTips #YoungCEO #Startup
- [tiktok_keiranesdale#c1524fa4] Join the #Entrepreneur Post Contest and post videos sharing your tips, Insights and journey. From June 12th un

## 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=59, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=59, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=59, 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=59, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=65, 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=59, 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=65, 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=65, method=platform_profile

## Freshness
- profile_checked_days_ago: 65
- content_analysed_days_ago: 59
- audience_updated_days_ago: 59

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