# Lily Latzo | AI Automation (@LilyLatzo) on youtube

- id: koinon:creator:youtube_lilylatzo
- url: https://koinonlink.com/kol/youtube/LilyLatzo
- schema_version: 1.4

## Identity
- platform: youtube
- handle: LilyLatzo
- platform_url: https://www.youtube.com/@LilyLatzo
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3570
- posts_observed: 1
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI automation agency building, Selling AI agents and solutions, Success stories from jobless to high monthly revenue, Best AI business models, Ready-to-use AI agent templates
- bio: I help beginners build $3-10K/month AI automation agencies in 90 days using proven templates and niche frameworks.

## Audience (inferred)
- status: present
- description: Beginners and jobless individuals aiming to launch AI automation agencies for $3-10K/month revenue
- roles: automation
- seniority: learner
- pain_points: No proven templates or frameworks to start an AI agency, Difficulty closing deals and selling AI solutions to businesses, Transitioning from unemployment or low-income jobs to running a profitable agency, Identifying viable AI business models and agents that actually sell
- posts_analysed: 10
- confidence: 0.4

## 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: 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
- [youtube_lilylatzo#8db8b4b0] best feeling ever #aiagency #aiautomation #c8 #internetmoney #entreprenuer (https://www.youtube.com/@LilyLatzo)
- [youtube_lilylatzo#d46d875b] WHAT IS A KILOMETER #aiagency #aiautomation #aisolutions #internetmoney #entrepreneur
- [youtube_lilylatzo#2f1b998e] I made $5k selling AI to business #aiagency #aiautomation #aisolutions #internetmoney #entrepreneur
- [youtube_lilylatzo#71451c1b] I went from being jobless to 15k/mo#aiagency #aiautomation #aisolutions #internetmoney #entrepreneur
- [youtube_lilylatzo#c1eceb3f] The Best AI Business Model In 2026 #aiagency #aiautomation #aisolutions #internetmoney #entreprenuer
- [youtube_lilylatzo#398b250a] cloud cost saver agent #aiagency #aiautomation #aisolutions #internetmoney #entrepreneur
- [youtube_lilylatzo#298cf9c4] steal this AI agent #aiagency #aiautomation #aisolutions #internetmoney #entrepreneur
- [youtube_lilylatzo#afed267a] sell this AI Agent #aiagency #aiautomation #aisolutions #internetmoney #entrepreneur

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, 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=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=98, 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=68, 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=98, 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=98, method=platform_profile

## Freshness
- profile_checked_days_ago: 98
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 9
- 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=youtube_lilylatzo
- Request removal: https://koinonlink.com/claim?k=youtube_lilylatzo
- Terms: https://koinonlink.com/for-ai