# Ben Fitterman (@benfitterman) on x

- id: koinon:creator:x_benfitterman
- url: https://koinonlink.com/kol/x/benfitterman
- schema_version: 1.4

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

## Reach
- followers: 888
- following: 200
- posts_total: 10482
- posts_observed: 14
- posts_per_day: 10.461
- account_age_days: 1002
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01126
- best_post_interactions: 10
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: email automation ownership, eCom email platform migration, agency dependency in email marketing, email retention strategy
- bio: Email and Retention for eCom |
$100MM for clients | Dad & Aspiring pit master

## Audience (inferred)
- status: present
- description: eCom brands with email marketing teams, mainly mid-sized brands struggling with email automation setup and ownership
- roles: ecom_ops
- seniority: practitioner
- pain_points: Unclear ownership of email automation triggers between marketing and dev teams, Critical email automations being inactive for months without detection, Lack of internal knowledge to maintain email systems after agency turnover
- posts_analysed: 3
- 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: 57
- authenticity_basis: engagement_observed
- credibility_score: 57
- flagged_for_review: false
- koinon_bd_grade: B — 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_benfitterman#3b0e1ae4] In the middle of an email platform migration. Me: What's triggering this automation? Marketing Manager: I dunno ask the dev team they set up. Dev team: No clue. Ask the marketing manager they handle all email. Email automations are easily one of the most valuable automations insi (https://twitter.com/benfitterman/status/2067224355252142529)
- [x_benfitterman#69b38648] Thousands of dollars a month. Down the drain. Just reviewed an email account for a brand had an essential automation built - but it was off for over six months. The founder had no clue why. Check your automations guys.
- [x_benfitterman#aeef4c15] This is why so many brands get stuck in the hire-and-fire agencies game: they hire a new agency and expect them to magically have the "sauce." Afte

## 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=80, 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=80, 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=80, 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: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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_benfitterman
- Request removal: https://koinonlink.com/claim?k=x_benfitterman
- Terms: https://koinonlink.com/for-ai