# Everyday AI (@jayjohnsonai) on youtube

- id: koinon:creator:youtube_jayjohnsonai
- url: https://koinonlink.com/kol/youtube/jayjohnsonai
- schema_version: 1.4

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

## Reach
- followers: 1810
- 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: 0.95
- category_source: derived_from_recent_content
- topics: 每日AI工具测评, AI无代码建站与自动化, AI辅助营销与内容创作, AI图像/视频/演示文稿生成, AI求职与职业应用
- bio: Day 519 New AI tools. Every day. Everyday AI is a running field test of what artificial intelligence can actually do right now beyond ...

## Audience (inferred)
- status: present
- description: practical AI tool users, mainly marketers, designers, small business owners, and content creators who want to quickly apply the latest AI tools to their work
- roles: general_ai
- seniority: practitioner
- pain_points: Overwhelmed by the constant stream of new AI tools and unsure which ones are actually worth using, Want to use AI in specific areas like marketing, design, and website building but lack clear, actionable steps to get started, Need no-code solutions to quickly produce professional-quality content or products, Worried that AI-generated content won't look professional or might be easily detected as artificial
- posts_analysed: 47
- 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: 34
- authenticity_basis: profile_shape_only
- credibility_score: 34
- 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_jayjohnsonai#3df73319] Lessons as a fractional corporate consultant (https://www.youtube.com/@jayjohnsonai)
- [youtube_jayjohnsonai#ee1068bc] The importance of confidence
- [youtube_jayjohnsonai#50d8b4a9] unknown
- [youtube_jayjohnsonai#10bf310a] A look into the future of work
- [youtube_jayjohnsonai#155b6144] If your expertise isn’t verifiable, it doesn’t exist
- [youtube_jayjohnsonai#d404aff2] Nano Banana 2
- [youtube_jayjohnsonai#1d5a2bbf] Use AI to find a job
- [youtube_jayjohnsonai#2c263304] No one believes it’s me anymore 🙂‍↕️

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=99, 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=78, 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=99, 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=99, method=platform_profile

## Freshness
- profile_checked_days_ago: 99
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

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