# momcilo (@Momciloo) on x

- id: koinon:creator:x_momciloo
- url: https://koinonlink.com/kol/x/Momciloo
- schema_version: 1.4

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

## Reach
- followers: 2256
- following: 409
- posts_total: 5334
- posts_observed: 6
- posts_per_day: 0.855
- account_age_days: 6235
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00222
- best_post_interactions: 5
- 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: devtools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Interactive web design, Next.js development, BCMS website rebuild, AI-generated content quality, User experience optimization, Frontend development workflows
- bio: Building digital products since 2010. Currently: https://t.co/haREIxxN8J, and https://t.co/ab0SRQCPN8.

## Audience (inferred)
- status: present
- description: Product builders and frontend developers focused on interactive web experiences, especially those working with modern frameworks like Next.js
- roles: dev
- seniority: practitioner
- pain_points: Struggling with inefficient workflows when building interactive websites, Frustrated by poor user interaction design, like users right-clicking logos to download them, Having to deal with low-quality AI-generated assets during development
- posts_analysed: 8
- 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: 69
- authenticity_basis: engagement_observed
- credibility_score: 69
- 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_momciloo#2e9f46c9] Humans vs Agents exploring BCMS website over the past 6 months https://t.co/yShK7eIe70 (https://twitter.com/Momciloo/status/2065541457013092439)
- [x_momciloo#50635998] imagine building this slop app, and looking at these horrible ai generations for days 😭😭😭😭
- [x_momciloo#4bf8ff11] bought https://t.co/uf7jPAMlx7, so i can be the only momcilo in the world.
- [x_momciloo#979c5506] we should bring back dial-up internet
- [x_momciloo#4ccf836c] Visitors usually right-click your logo when they want to download it... make it easy to do so https://t.co/lDYVZCzGJV
- [x_momciloo#0f81324f] I just researched, planned and created 5 new landing pages on BCMS website, pretty good quality I'd say, all within 30 minutes. I think this new setup cooks https://t.co/TmOhif5pq3
- [x_momciloo#c1f084bb] not sure if i ever showed you what the flipbooks we make actually look like https://t.co/uG783YtjSi
- [x_momciloo#9d4d54ee] Happy to show you the new BCMS website! Rebuilt with Next.js from the ground up. Hardly any visual on this site is a static image... everything is an interactive part of the real BCMS interf

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, 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=80, 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: 80
- audience_updated_days_ago: 20

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