# Matt (@drcopybymatt) on x

- id: koinon:creator:x_drcopybymatt
- url: https://koinonlink.com/kol/x/drcopybymatt
- schema_version: 1.4

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

## Reach
- followers: 1719
- following: 243
- posts_total: 2037
- posts_observed: 3
- posts_per_day: 0.473
- account_age_days: 4308
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01163
- best_post_interactions: 20
- 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: 0.85
- category_source: derived_from_recent_content
- topics: Twitter algorithm changes and their impact on engagement, AI's role in content creation and professional perception, Account security and authenticity on social media, Performance marketing trends and Twitter as a lead gen platf, High-stakes social media movements and 'Money Twitter' cycle
- bio: Aff + Lead Gen Offer Owner | Prev. DR Copywriter & Fractional CMO

## Audience (inferred)
- status: present
- description: Twitter-based marketers and digital creators, mainly mid-level to senior professionals in performance marketing and lead generation
- roles: ads
- seniority: practitioner
- pain_points: Struggling with algorithm changes that expose low-effort or spammy engagement tactics, Feeling overwhelmed by the influx of low-quality or bot-like accounts on Twitter, Concerned about the erosion of credibility due to overuse of AI in content creation, Worried about account security and potential hacks affecting professional reputation
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- 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_drcopybymatt#0a58c0ab] Thankful this world cup shit is over, you mfs were so incredibly annoying the last month (https://twitter.com/drcopybymatt)
- [x_drcopybymatt#f3efeae9] Feel like I got a bunch of larpers on my feed now with this new algo update smh
- [x_drcopybymatt#f2398e15] Dude, I've said this before, but in a few years, working with AI will be a low-status symbol. It will be aristocratic to say you don't have to use AI in your day-to-day life since people use it for you.
- [x_drcopybymatt#bae6e3a1] If I'm paying to rent accounts, I'm logging into them bruh 😭😭
- [x_drcopybymatt#ea6343ff] Is everyone just gonna ignore @cbwritescopy most definitely got hacked?? Bro tweeting about crypto trading 😭😭😭
- [x_drcopybymatt#dc9f0b51] This new algo is exposing you mfs who always reply to those goofy auto dm things Grown-ass man begging to get sent some bs Google Doc 😭😭😭
- [x_drcopybymatt#b610487d] Who going to ASE?
- [x_drcopybymatt#4e353011] Have been around for a few big Money Twitter runs. Is this the start of the next one???

## 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=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: 21

## AI retrieval
- indexing_requests: 7
- 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_drcopybymatt
- Request removal: https://koinonlink.com/claim?k=x_drcopybymatt
- Terms: https://koinonlink.com/for-ai