# Scott Brinker (@chiefmartec) on x

- id: koinon:creator:x_chiefmartec
- url: https://koinonlink.com/kol/x/chiefmartec
- schema_version: 1.4

## Identity
- platform: x
- handle: chiefmartec
- platform_url: https://twitter.com/chiefmartec
- website: http://www.chiefmartec.com
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 43121
- following: 8897
- posts_total: 25651
- posts_observed: 1
- posts_per_day: 3.772
- account_age_days: 6800
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00005
- best_post_interactions: 2
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI-powered coding in marketing, Marketing tech stack integration, Use of AI tools like Claude Code and Cowork, SaaS replacement debates in MarTech, Marketing automation with AI, Platform ecosystem strategy
- bio: Analyst & Advisor https://t.co/YgyPI5UqdY; Advisor @Dobility, @Workato; Ex-@HubSpot VP Platform Ecosystem; "Godfather of #MarTech" - @AdAge

## Audience (inferred)
- status: present
- description: Marketing technology leaders and platform strategists who are exploring AI-powered coding tools to build custom marketing workflows
- roles: automation
- seniority: practitioner
- pain_points: Struggling to integrate AI coding tools like Claude Code or Cowork into existing marketing tech stacks, Facing uncertainty about whether AI coding will replace traditional SaaS tools, Lacking clear guidance on how to effectively combine AI coding with current marketing platforms
- posts_analysed: 7
- 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: 49
- authenticity_basis: engagement_observed
- credibility_score: 84
- 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_chiefmartec#9c063b2d] Everything you ever wanted to know about vibe coding in marketing? (https://twitter.com/chiefmartec/status/2070213664771301777)
- [x_chiefmartec#25a0c82f] Well, maybe not *everything*. But a ton of data and insights from 302 marketing leaders whose teams are actually vibe coding with Claude Code or Cowork, Codex, Lovable, Replit, etc.
- [x_chiefmartec#8b3e4141] ➡️ Which tools are they using?
- [x_chiefmartec#1e9dec9d] ➡️ What are the building with them?
- [x_chiefmartec#ddce86e1] ➡️ Are they replacing SaaS products?
- [x_chiefmartec#6422fbad] ➡️ What are they integrating with?
- [x_chiefmartec#78715b7c] ➡️ How doe

## 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=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=119, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 6
- 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_chiefmartec
- Request removal: https://koinonlink.com/claim?k=x_chiefmartec
- Terms: https://koinonlink.com/for-ai