# AI for Work (@aiforwork_app) on youtube

- id: koinon:creator:youtube_aiforwork_app
- url: https://koinonlink.com/kol/youtube/aiforwork_app
- schema_version: 1.4

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

## Reach
- followers: 5440
- posts_observed: 38
- 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: AI model comparisons (Claude vs GPT vs others), New AI releases, pricing, and availability, AI coding and agent capabilities, Design-to-code workflows, Real-world tool tests and limitations
- bio: AI for people who actually work. Head-to-head tool tests, real workflows, and honest verdicts for designers, PMs, and engineers ...

## Audience (inferred)
- status: present
- description: Designers, PMs, and engineers who use AI tools daily for coding, design, and work workflows
- roles: general_ai
- seniority: practitioner
- pain_points: Keeping up with fast-changing AI models and releases, Choosing the right model for specific tasks like coding or design, High costs of frontier models for professional use, Security and privacy risks when feeding work data into AI tools
- posts_analysed: 48
- confidence: 0.75

## 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: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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_aiforwork_app#8074bd74] Gemini 3.8 Flash Is Out, And It Might Cost You MORE 🚨 #Shorts (https://www.youtube.com/@aiforwork_app)
- [youtube_aiforwork_app#91854031] OpenAI DELAYED Astra Because It Hacks Too Well 🚨 #Shorts
- [youtube_aiforwork_app#2365d2df] Claude Fable 5.1 Is Out, The FULL Power Version Is Gated 🚨 #Shorts
- [youtube_aiforwork_app#53240655] OpenClaw 2.0 Just Made AI Coding MULTIPLAYER 🤯 #Shorts
- [youtube_aiforwork_app#889c9fe7] Claude Accounts Hijacked By Malware, Anthropic Signs Users Out 🚨 #Shorts
- [youtube_aiforwork_app#70b9ee80] Claude Code Auto Mode Ran Malware From A Web Page 🚨 #shorts
- [youtube_aiforwork_app#3cb28ba8] OpenAI Is Cutting Cursor Off On November 12 🚨 #shorts
- [youtube_aiforwork_app#c06de8f5] Anthropic's Model Hardware Standard Lets Claude Run Lab Robots 🤯 #shorts

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=49, 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=49, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=50, 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=49, 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=50, 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=50, method=platform_profile

## Freshness
- profile_checked_days_ago: 50
- content_analysed_days_ago: 49
- audience_updated_days_ago: 79

## AI retrieval
- indexing_requests: 14
- 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_aiforwork_app
- Request removal: https://koinonlink.com/claim?k=youtube_aiforwork_app
- Terms: https://koinonlink.com/for-ai