# Mitch (@benjaminprinter) on x

- id: koinon:creator:x_benjaminprinter
- url: https://koinonlink.com/kol/x/benjaminprinter
- schema_version: 1.4

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

## Reach
- followers: 10800
- following: 49
- posts_total: 2081
- posts_observed: 1
- posts_per_day: 1.929
- account_age_days: 1079
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00241
- best_post_interactions: 26
- 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: saas
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: B2B sales execution, Revenue conversion, Sales performance metrics, Cash collection as the ultimate KPI, Sales process discipline
- bio: just a retard pushing buttons | b2b degen

## Audience (inferred)
- status: present
- description: B2B SaaS founders and sales execs focused on revenue execution, especially those struggling with converting leads into actual cash collections
- roles: sales
- seniority: practitioner
- pain_points: Struggling to turn qualified leads into actual revenue despite having strong offers and sales calls, Feeling pressure to deliver tangible results (wires) rather than just process or activity, Frustrated by the gap between sales execution quality and actual cash collected, Overwhelmed by the lack of clear, outcome-based metrics beyond vanity metrics
- 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: 79
- authenticity_basis: engagement_observed
- credibility_score: 79
- 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_benjaminprinter#d64a2620] ‘Business owners’ with a Claude subscription and $0 cash collected are just well-organized employees (https://twitter.com/benjaminprinter/status/2070927625774838007)
- [x_benjaminprinter#a5b9c8de] You can build the best offer in your niche, run the cleanest call of your life and change a prospect's entire worldview in 40 minutes
- [x_benjaminprinter#3846960a] None of it counts until the wire hits
- [x_benjaminprinter#fec6f307] B2B isn't a creative expression exercise
- [x_benjaminprinter#53dd3fb9] The only scoreboard is how much you collected this week, this month, this quarter

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 13
- 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_benjaminprinter
- Request removal: https://koinonlink.com/claim?k=x_benjaminprinter
- Terms: https://koinonlink.com/for-ai