# Matt Edmundson (@mattedmundson) on x

- id: koinon:creator:x_mattedmundson
- url: https://koinonlink.com/kol/x/mattedmundson
- schema_version: 1.4

## Identity
- platform: x
- handle: mattedmundson
- platform_url: https://twitter.com/mattedmundson
- website: http://www.mattedmundson.com
- country: United Kingdom
- entity_type: creator
- person_id: koinon:person:linkedin_mattedmundson

## Reach
- followers: 14982
- following: 86
- posts_total: 9341
- posts_observed: 7
- posts_per_day: 1.404
- account_age_days: 6653
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00007
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Ecommerce brand acquisitions, Audience-first growth strategy, Retention channels (email, SMS, voice), Founder risk in brand purchases, Operational scaling issues
- bio: Husband + Dad + entrepreneur + podcaster + pastor. Host of the Ecommerce Podcast, Push to be More and Podjunction. CEO of Aurion https://t.co/qMWb6rJ2vV

## Audience (inferred)
- status: present
- description: Ecommerce entrepreneurs and acquirers running or buying online brands, especially those focused on growth, retention and operations
- roles: ecom_ops
- seniority: decision_maker
- pain_points: Acquiring founder-dependent brands that collapse after the founder exits, Running multi-million revenue businesses on basic tools like Google Sheets, Building effective retention beyond email and SMS, Matching acquisition targets to the right audience and product fit
- posts_analysed: 4
- 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: 66
- authenticity_basis: engagement_observed
- credibility_score: 81
- 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_mattedmundson#a4d51f1f] Growth by acquisition, audience first. A skincare brand for 35-year-old women with acne shouldn't buy a phone case company. Bawar Ahmad would say don't buy the mascara brand either. Same niche, different audience. Buy what your audience asks for → (https://twitter.com/mattedmundson/status/2071126626448887990)
- [x_mattedmundson#952230fb] They bought a brand built entirely around its founder. Contract said she'd stay a year. She took the money, went on holiday, started thinking about kids. Two-month dip, then months to climb back. Bawar Ahmad's rule now — prove it runs without you →
- [x_mattedmundson#912fee60] Millions in revenue, still run on Google Sheets. The lease and the Uber Eats going through the business entity. Bawar Ahmad has bought around 70 ecommerce businesses and says that reads as a red flag every time. Separate it out a year before you sell →
- [x_mattedmundson#2e8a9820] Email, then SMS. Bawar Ahmad reckons voice is the third retention channel. Cart abandoned, phone rings ten minutes later. Could be 1pm, could

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, 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=111, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 79
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 10
- 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_mattedmundson
- Request removal: https://koinonlink.com/claim?k=x_mattedmundson
- Terms: https://koinonlink.com/for-ai