# Mitch Wilder (@TheMitchWilder) on x

- id: koinon:creator:x_themitchwilder
- url: https://koinonlink.com/kol/x/TheMitchWilder
- schema_version: 1.4

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

## Reach
- followers: 2417
- following: 100
- posts_total: 10391
- posts_observed: 16
- posts_per_day: 6.379
- account_age_days: 1629
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00083
- 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: growth economics and steering dashboards, CRM selection by use case, building and controlling sales pipelines, true scaling versus messy growth
- bio: People follow me for advice on marketing + business growth | Former agency owner → Now I buy and build businesses and share what I've learned on my journey.

## Audience (inferred)
- status: present
- description: Small business owners and founders who handle their own marketing, sales, and growth decisions
- roles: sales
- seniority: decision_maker
- pain_points: Unable to control the unit economics of growth, Struggling to pick the right CRM without clear use-case guidance, Lack of a structured, trackable sales pipeline, Growth that increases revenue but also adds cost and complexity
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 72
- authenticity_basis: engagement_observed
- credibility_score: 72
- 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_themitchwilder#00e187ef] Most businesses don't fail because they lack growth. They fail because they can't control the economics of growth. If you don't have a steering dashboard, defined levers, and cash reserves, you're not scaling. You're just accelerating uncertainty. (https://twitter.com/TheMitchWilder)
- [x_themitchwilder#fb27f502] If you're comparing the best CRM tools for small businesses, don't ask “which CRM is best?” Ask: best for what? The fastest way to choose: pick by use case, not hype. Here’s the simple breakdown:
- [x_themitchwilder#2cd1157d] Stop chasing customers. A strong sales pipeline gives you control. You define the right buyers, track every opportunity, follow up like clockwork, and review the numbers every week. Predictable revenue comes from systems, not random lead lists.
- [x_themitchwilder#b461010d] Most owners think they’re scaling when they’re really just getting bigger and messier. Growth is more revenue. Scaling is more revenue without costs, complexity, and owner dependency rising at the same r

## 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=81, 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=81, 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=81, 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: 81
- audience_updated_days_ago: 77

## 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_themitchwilder
- Request removal: https://koinonlink.com/claim?k=x_themitchwilder
- Terms: https://koinonlink.com/for-ai