# Ray Rebel | AutoEco (@autoecoray) on tiktok

- id: koinon:creator:tiktok_autoecoray
- url: https://koinonlink.com/kol/tiktok/autoecoray
- schema_version: 1.3

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

## Reach
- followers: 14250
- following: 377
- posts_observed: 4
- 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: Opus Clip AI editing workflows, Multi-platform automation with Hookle/ManyChat, Creator systems and AutoEco toolkit setups, Daily content consistency and scheduling, AI tools (Claude, Notion, 11 Labs) for creators

## Audience (inferred)
- status: present
- description: Independent content creators, solo podcasters and video makers building AI-powered automation systems for editing, distribution and daily posting
- roles: automation
- seniority: practitioner
- pain_points: Spending hours manually editing long-form videos into clips, Inconsistent daily posting across TikTok, IG, YouTube and newsletters, Difficulty scaling output without hiring editors or VAs, Fragmented tools and workflows that break consistency
- posts_analysed: 69
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 46
- authenticity_basis: profile_shape_only
- credibility_score: 46
- 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_autoecoray#1ccbee6e] If you're still sending people to one link at a time, this changes everything. Linktree takes 10 minutes to set up and works across every platform. I walk through the exact setup in this one. Happy to share it. 📩 Comment the word LINK to get my AutoEco Quick Start Guide and Link (https://www.tiktok.com/@autoecoray)
- [tiktok_autoecoray#ed249194] original sound - autoecoray
- [tiktok_autoecoray#e3e28d6a] It is a becoming a big trend on TikTok now! Click here: autoeco
- [tiktok_autoecoray#a6ea93d3] Check out Ray Rebel | AutoEco’s video! #TikTok >
- [tiktok_autoecoray#ff24b634] If you don't have a central place to send people, you're leaving money on the table. Linktree solves that. One link. Every offer, resource, and platform — right there. This is one of the first things I set up in the AutoEco system. 🎯 Comment the word LINK to get my AutoEco Quick

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=23, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=23, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=23, 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=8, 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=8, 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=8, method=platform_profile

## Freshness
- profile_checked_days_ago: 8
- content_analysed_days_ago: 0
- audience_updated_days_ago: 23

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