# Yash Gawde (@bizibeast) on x

- id: koinon:creator:x_bizibeast
- url: https://koinonlink.com/kol/x/bizibeast
- schema_version: 1.4

## Identity
- platform: x
- handle: bizibeast
- platform_url: https://twitter.com/bizibeast
- website: http://behooked.co
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 519
- following: 594
- posts_total: 8929
- posts_observed: 1
- posts_per_day: 8.424
- account_age_days: 1060
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00193
- best_post_interactions: 1
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: Minimax H3 video generation, Agentic AI Video OS, AI content tools like Claude, LinkedIn algorithm issues
- bio: Building Agentic AI Video OS
@behooked_ai

## Audience (inferred)
- status: present
- description: AI builders and enthusiasts experimenting with video generation tools and agentic systems
- roles: general_ai
- seniority: practitioner
- pain_points: LinkedIn posts failing to reach own audience, Finding reliable low-cost AI video tools, Fragmented AI tooling for content workflows
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 39
- authenticity_basis: engagement_observed
- credibility_score: 39
- 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
- [x_bizibeast#a063ab14] WTF Imagine being a VC and getting this Pitch (https://twitter.com/bizibeast/status/2074108399177048503)
- [x_bizibeast#a717193f] Something is wrong with my LinkedIn posts are just not being pushed to my own audience https://t.co/O5foOJL1Ge
- [x_bizibeast#1e490d3a] Minimax H3 is crazy good. This was generated with no reference images or audios. Prompt Below ↓ Soon on https://t.co/fWEWjXrH3N https://t.co/hmt7pwuUNx
- [x_bizibeast#40fc16d3] This is actually Insane!!! Minimax H3 soon on https://t.co/fWEWjXrH3N
- [x_bizibeast#9040ab95] Damn so crazyyy you can do this for under $10
- [x_bizibeast#1cb22e92] Can’t we just build better products?
- [x_bizibeast#8ce4dfa9] Damn Ok https://t.co/f0kJafWrZ9
- [x_bizibeast#fc0ebbd2] We literally made your Claude content machine

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, 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=108, 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=0.5, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 12
- 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=x_bizibeast
- Request removal: https://koinonlink.com/claim?k=x_bizibeast
- Terms: https://koinonlink.com/for-ai