# Billy Howell (@billyjhowell) on youtube

- id: koinon:creator:youtube_billyjhowell
- url: https://koinonlink.com/kol/youtube/billyjhowell
- schema_version: 1.3

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

## Reach
- followers: 6900
- posts_observed: 8
- 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 agents and tools for building, Vibe coding / rapid app prototyping, Firecrawl and web data scraping, Product-market fit tests and growth hacks, SaaS templates and OpenSaaS stacks
- bio: I build useful things for startups.

## Audience (inferred)
- status: present
- description: Startup founders, indie hackers and early-stage builders who want to rapidly prototype and launch AI-powered apps without traditional engineering teams
- roles: dev
- seniority: practitioner
- pain_points: Spending too much time on boilerplate code instead of core product ideas, Difficulty validating PMF before burning runway, Lack of quick ways to gather contact or competitive intelligence, Struggling to ship usable apps with limited or no coding skills
- posts_analysed: 15
- confidence: 0.6

## 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: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- 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_billyjhowell#e081f2ed] SpaceX’s New AI Is Better than Claude (https://www.youtube.com/@billyjhowell)
- [youtube_billyjhowell#96d014f7] My favorite OpenClaw alternative in a minute #lebronjamesofAI
- [youtube_billyjhowell#027d0c08] Perplexity Computer in 1 Minute (New AI Agent) #lebronjamesofai
- [youtube_billyjhowell#8fca33c7] Starting my first Pokemon draft league with my buddies. Built it with #openclaw how’s it look?
- [youtube_billyjhowell#17e52c4f] this is how I "idiot-proof" my replit apps
- [youtube_billyjhowell#0bf4757a] I told my client to blow up his vibe coded app...
- [youtube_billyjhowell#63b53fc2] free vibe coding ebook
- [youtube_billyjhowell#ce438953] new community for founders and CEOe who want to vibe code apps

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=19, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=19, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=19, 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=2, 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=2, 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=2, method=platform_profile

## Freshness
- profile_checked_days_ago: 2
- content_analysed_days_ago: 0
- audience_updated_days_ago: 19

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