# Nan (@heynandy) on tiktok

- id: koinon:creator:tiktok_heynandy
- url: https://koinonlink.com/kol/tiktok/heynandy
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: heynandy
- platform_url: https://www.tiktok.com/@heynandy
- website: ninesecondai.com
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3554
- following: 71
- posts_observed: 3
- 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: 0.98
- category_source: derived_from_recent_content
- topics: AI + automation workflows with Make/Zapier, Prompt engineering & ChatGPT custom instructions, Practical business applications for startups/ecom, No-code AI tools and GPT store recommendations, Avoiding AI pitfalls like generic content
- bio: In 🇬🇧, growing startups & automating AI workflows - who knew?

## Audience (inferred)
- status: present
- description: Startup founders, small business owners and ops/marketing practitioners seeking practical AI automation without coding
- roles: automation
- seniority: practitioner
- pain_points: Don't know where to start with AI automation in real workflows, FOMO on AI but struggle to find proven business use cases, Generic AI outputs lack customization or unique value, Marketing attribution becoming harder to measure
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 38
- authenticity_basis: profile_shape_only
- credibility_score: 38
- 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_heynandy#732aaeb9] #AI is not a hype. It AI + #Automation can have some real world applications. I am shooting a series of videos to showcase some practical applications can make a tangible difference to your business.  In this video I cover how to use AI to make your own LinkedIn ghostwriter that  (https://www.tiktok.com/@heynandy)
- [tiktok_heynandy#0aeab5ca] original sound - heynandy
- [tiktok_heynandy#a6777905] It is a becoming a big trend on TikTok now! Click here: ai
- [tiktok_heynandy#2c604c75] Check out Nan’s video! #TikTok >
- [tiktok_heynandy#171eecdf] Its crazy how easy it is to see the exact prompt and custom instructions someone has used in their custom GPT.  If you have proprietary data, I would avoid using it to build custom GPTs. Not yet. But if you must, make sure your prompt includs specifi

## 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=56, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=56, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=56, 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=56, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=89, 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=56, 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=89, 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=89, method=platform_profile

## Freshness
- profile_checked_days_ago: 89
- content_analysed_days_ago: 56
- audience_updated_days_ago: 56

## AI retrieval
- indexing_requests: 5
- 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_heynandy
- Request removal: https://koinonlink.com/claim?k=tiktok_heynandy
- Terms: https://koinonlink.com/for-ai