# Ridoy AI (@AI_WithExpert) on x

- id: koinon:creator:x_ai_withexpert
- url: https://koinonlink.com/kol/x/AI_WithExpert
- schema_version: 1.4

## Identity
- platform: x
- handle: AI_WithExpert
- platform_url: https://twitter.com/AI_WithExpert
- website: https://ridoy-ai.netlify.app/
- country: Australia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 10803
- following: 39
- posts_total: 7163
- posts_observed: 4
- posts_per_day: 23.256
- account_age_days: 308
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00518
- best_post_interactions: 56
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 0.9
- category_source: derived_from_recent_content
- topics: ChatGPT monetization strategies, Faceless YouTube channel setups, AI tools for revenue generation
- bio: Helping ambitious Founders and CEOs create meaningful Personal Brands on Twitter | Al & Web Dev Enthusiast | DM For Paid Promotion ➡[contact removed]

## Audience (inferred)
- status: present
- description: Aspiring side hustlers and beginners seeking AI-based income guides
- roles: none
- seniority: learner
- pain_points: Lack of clear paths to monetize AI beyond basic use, Uncertainty about building faceless revenue streams with limited time, Need for step-by-step income tactics without prior expertise
- posts_analysed: 2
- confidence: 0.4

## 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: 72
- authenticity_basis: engagement_observed
- credibility_score: 72
- flagged_for_review: false
- koinon_bd_grade: A — 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
- [x_ai_withexpert#5e01744c] 22 proven ways to turn ChatGPT into income. Most people use AI to save time. The top creators use it to build assets that generate revenue. Inside this infographic you'll find practical ideas like: • AI writing services • Prompt products • Automation setups • Faceless YouTube • L (https://twitter.com/AI_WithExpert)
- [x_ai_withexpert#b7332a15] You can make $17,292 per month with a Faceless YouTube Channel, if you have: 1. Wifi 2. Laptop 3. Two hours per day I have prepared a detailed guide for this. It's complet

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=0.5, freshness_days=77, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 77
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 10
- 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=x_ai_withexpert
- Request removal: https://koinonlink.com/claim?k=x_ai_withexpert
- Terms: https://koinonlink.com/for-ai