# Ed Hill (@edhillai) on tiktok

- id: koinon:creator:tiktok_edhillai
- url: https://koinonlink.com/kol/tiktok/edhillai
- schema_version: 1.2

## Identity
- platform: tiktok
- handle: edhillai
- platform_url: https://www.tiktok.com/@edhillai
- country: Germany
- entity_type: creator
- person_id: koinon:person:tiktok_edhillai

## Reach
- followers: 69466
- following: 5
- posts_observed: 2
- 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: n8n AI agent tutorials, Claude Code for website building, Receipt and invoice automation, WhatsApp/Telegram chatbots, Business workflow AI agents

## Audience (inferred)
- status: present
- description: No-code practitioners and small business operators building AI agents and automations with n8n and Claude
- roles: automation
- seniority: practitioner
- pain_points: Manually handling receipts, invoices and expense data entry, Building and connecting AI agents across WhatsApp, Telegram, Gmail and Sheets, Creating professional websites and dashboards without design or coding skills, Setting up reliable appointment booking and receptionist-style automations
- posts_analysed: 40
- confidence: 0.75

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

## Quality signals
- authenticity_score: 55
- authenticity_basis: profile_shape_only
- credibility_score: 55
- flagged_for_review: false
- koinon_bd_grade: B — 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_edhillai#122a22ea] Take a photo of your receipt, and AI automatically pulls out important info. It saves everything neatly in a spreadsheet, then texts you feedback right on WhatsApp. Super simple. No tech skills needed! #aiautomation #n8n #accounting (https://www.tiktok.com/@edhillai)
- [tiktok_edhillai#8995c2c0] original sound - edhillai
- [tiktok_edhillai#cc8d1602] It is a becoming a big trend on TikTok now! Click here: aiautomation
- [tiktok_edhillai#a4dabfd4] Check out Ed Hill’s video! #TikTok >
- [tiktok_edhillai#3d28b77c] Whatsapp Ai Agent sends Emails using Gmail (n8n tutorial) #n8n #aiautomation
- [tiktok_edhillai#6b7e645e] Search:
- [tiktok_edhillai#42ca4153] calendar ai agent
- [tiktok_edhillai#f3807864] n8n Tutorial: Connect WhatsApp AI Agent in n8n with Google Sheets #n8n #n8ntutorial #googlesheets #aiautomation

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=31, 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=0, 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=31, 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=31, method=platform_profile

## Freshness
- profile_checked_days_ago: 31
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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_edhillai
- Request removal: https://koinonlink.com/claim?k=tiktok_edhillai
- Terms: https://koinonlink.com/for-ai