# Dan Hockenmaier (@danhockenmaier) on x

- id: koinon:creator:x_danhockenmaier
- url: https://koinonlink.com/kol/x/danhockenmaier
- schema_version: 1.4

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

## Reach
- followers: 11842
- following: 626
- posts_total: 1600
- posts_observed: 11
- posts_per_day: 0.359
- account_age_days: 4455
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.04957
- best_post_interactions: 587
- 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: Brand building and destruction, AI writing quality and 'slop', LLM token consumption and employee performance, Evaluating new AI models through essay critique, Marketplace and growth strategy
- bio: Growth, marketplaces, trying to separate signal from noise. Chief Strategy Officer @faire_wholesale. Partner @reforge.

## Audience (inferred)
- status: present
- description: Growth, strategy and marketplace professionals in tech who care about thoughtful communication and practical AI usage
- roles: none
- seniority: practitioner
- pain_points: Distinguishing signal from noise in fast-moving AI and growth topics, Dealing with low-quality AI-generated content that lacks depth, Measuring real productivity impact of AI tools inside companies, Building durable brands versus chasing short-term momentum
- posts_analysed: 6
- 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: 87
- authenticity_basis: engagement_observed
- credibility_score: 87
- 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_danhockenmaier#1ee8a02e] A brand is a very hard thing to create and very easy thing to destroy (https://twitter.com/danhockenmaier)
- [x_danhockenmaier#9e17d53f] This is what token consumption looks like by employee performance inside most companies today https://t.co/mjcyP2XjqI
- [x_danhockenmaier#34c49f82] We reject slop only partly because it wastes our time with imprecise language The bigger issue is that it implies the writer hasn’t grappled with the topic as deeply and probably understands it less well Models getting better at writing can fix the first, but not the second
- [x_danhockenmaier#c1c300e7] match momentum, but for the lab wars https://t.co/V65LNoyFuW
- [x_danhockenmaier#8e5bc1e5] Sol is surprisingly insightful I always give new models essays I've written for critique Sol is the first model whose critique consistently includes feedback that I got from smart people as I was writing, and points I wish I had included Fable seems less consistent at this
- [x_danhockenmaier#67da4664] I think that many people publishing essays written with AI should instead publish somethin

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, 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=77, 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: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 8
- 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_danhockenmaier
- Request removal: https://koinonlink.com/claim?k=x_danhockenmaier
- Terms: https://koinonlink.com/for-ai