# Vic Keller (@vickeller) on x

- id: koinon:creator:x_vickeller
- url: https://koinonlink.com/kol/x/vickeller
- schema_version: 1.4

## Identity
- platform: x
- handle: vickeller
- platform_url: https://twitter.com/vickeller
- website: https://go.vickeller.com/newsletter
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 4716
- following: 641
- posts_total: 1412
- posts_observed: 2
- posts_per_day: 0.224
- account_age_days: 6310
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00021
- 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: 0.7
- category_source: derived_from_discovery_path
- topics: Durable business building, Entrepreneurship and exits, Innovation replacing constraints, Founder networking and podcasts, CEO mindset and exhaustion
- bio: I build and help you build Durable Businesses. 17x Founder | 9 exits (3 to Berkshire) 🙏 Matthew 22:37 Subscribe to the #1 Entrepreneur Newsletter 👇

## Audience (inferred)
- status: present
- description: Entrepreneurs and founders focused on building durable, scalable businesses, often with experience in exits or seeking strategic growth insights
- roles: none
- seniority: decision_maker
- pain_points: Feeling bored or underutilized after solving core business problems, Overcoming systemic constraints that limit innovation scale, Navigating post-exit transitions and maintaining momentum, Finding high-quality peer discussions on acquisitions and long-term building
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 74
- authenticity_basis: engagement_observed
- credibility_score: 74
- 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_vickeller#44747d33] Robotaxi replaces people, wrong. The real innovation is bigger: It replaces the constraint everyone built around. America alone spends 70B+ hours a year behind the wheel. That is 100,000 human lifetimes. Tesla is going after the bottleneck: time, risk, inefficiency. Safer rides.  (https://twitter.com/vickeller/status/2073431128053067933)
- [x_vickeller#3aefad52] Loved this conversation, and the Sicilian pizza @GuyDealership @yossijlevi
- [x_vickeller#ef21a15a] Great entrepreneurs, world-class pitches! A blast judging with @pacemorby and @BarbaraCorcoran.
- [x_vickeller#c8b2f146] Was talking to a successful ceo last week. He told me he’s exhausted. He’s not. He’s bored. He already solved the hard problems. Now he’s operating below his edge. That feels like burnout. It isn’t. Don’t confuse boredom with burnout. (I’ve fallen into this trap) Energy follows m
- [x_vickeller#53b268c0] Had a great chat with @PrivatEquityGuy on the Buyers & Builders pod

## 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=87, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=87, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=87, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=87, 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=87, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, 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=87, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 87
- audience_updated_days_ago: 87

## AI retrieval
- indexing_requests: 7
- 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_vickeller
- Request removal: https://koinonlink.com/claim?k=x_vickeller
- Terms: https://koinonlink.com/for-ai