# Alex Lieberman (@businessbarista) on x

- id: koinon:creator:x_businessbarista
- url: https://koinonlink.com/kol/x/businessbarista
- schema_version: 1.4

## Identity
- platform: x
- handle: businessbarista
- platform_url: https://twitter.com/businessbarista
- website: http://tenex.co
- entity_type: creator
- person_id: koinon:person:tiktok_businessbarista

## Reach
- followers: 309073
- following: 3606
- posts_total: 27002
- posts_observed: 4
- posts_per_day: 7.724
- account_age_days: 3496
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00021
- best_post_interactions: 64
- 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: martech
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: agentic workflows, AI experimentation and failure, generative UI, AI transformation in knowledge work, founder-led AI product development
- bio: Family first (husband & girl dad)
Founder second (@tenex_labs, @morningbrew, @storyarb, @youdistro)
AI engineering & transformation 👇

## Audience (inferred)
- status: present
- description: AI engineering and transformation practitioners, especially founders and tech leads building agentic workflows and AI-powered tools
- roles: automation
- seniority: practitioner
- pain_points: Struggling to design effective agentic workflows that go beyond basic automation, Finding it hard to justify AI experimentation time and resources to stakeholders, Lacking clear examples of real-world applications for generative UI in production systems
- posts_analysed: 3
- confidence: 0.4

## 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: 64
- authenticity_basis: engagement_observed
- credibility_score: 99
- flagged_for_review: false
- koinon_bd_grade: A — 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_businessbarista#cc9b9195] I'm starting a show. It's called Talk Nerdy to Me. Here's how it works: 1. I find execs, engineers, knowledge workers with underrated agentic workflows, agents, and harnesses 2. I give them a simple constraint: 15 minutes max must be presenting a slide or screenshare at all times (https://twitter.com/businessbarista/status/2072666802501345385)
- [x_businessbarista#2dfa2547] Us with AI is like homoerectus discovering fire. Obviously profound, but time, experimentation, and failure is needed to explore all of its edges & harness its true capabilities.
- [x_businessbarista#0f867ae1] Everyone talks about generative UI. I think we're still in its infancy, but this game is a great application of the concept & shows the promise of AI to unloc

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, 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=109, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 78
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 10
- 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_businessbarista
- Request removal: https://koinonlink.com/claim?k=x_businessbarista
- Terms: https://koinonlink.com/for-ai