# Jam-Packed: Business made easy with AI (@jamoutai) on youtube

- id: koinon:creator:youtube_jamoutai
- url: https://koinonlink.com/kol/youtube/jamoutai
- schema_version: 1.4

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

## Reach
- followers: 1030
- posts_observed: 4
- 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: Claude prompts and settings for business use, AI content creation without Canva, Simple automation for marketing and ops, Avoiding over-engineered AI solutions, Small business scaling with AI time hacks
- bio: Day Job: I build and scale AI-driven businesses at Jam AI. Side Hustle: I create free content showing small business owners how ...

## Audience (inferred)
- status: present
- description: Small business owners and side-hustlers who want practical AI tools (mainly Claude) to handle marketing, content and daily ops without complex setups
- roles: general_ai
- seniority: practitioner
- pain_points: Manually creating carousels, posts and marketing assets across 7+ channels every day, Wasting time on repetitive tasks and buying multiple tools/accounts that don’t integrate, Getting AI outputs that are too generic or require heavy editing, Feeling overwhelmed by complex agent systems while running a real business
- posts_analysed: 48
- 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: 31
- authenticity_basis: profile_shape_only
- credibility_score: 31
- 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_jamoutai#bc61ce18] AI is nothing but time hacks right? How can you stack healthier habits and get more done and as (https://www.youtube.com/@jamoutai)
- [youtube_jamoutai#ee32bad0] This is why I really want people to do training on Claude
- [youtube_jamoutai#b3df4f1b] I’m so excited to grow this community with you
- [youtube_jamoutai#58cfdfb5] Comment "JAM" for the prompts
- [youtube_jamoutai#9267dddc] I just built my family tree back to the 1800s
- [youtube_jamoutai#9b7963bf] Your resume is getting rejected by a robot before a human ever sees it
- [youtube_jamoutai#dff88a19] Seriously though… Stop trying to be everywhere all at once you have a business to run stop making 15
- [youtube_jamoutai#9f49b34b] If you’re an AI consultant, I’d like to get to know you I hired somebody for a copilot program

## 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=84, 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=84, 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=84, method=platform_profile

## Freshness
- profile_checked_days_ago: 84
- 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_jamoutai
- Request removal: https://koinonlink.com/claim?k=youtube_jamoutai
- Terms: https://koinonlink.com/for-ai