# Fiz (@MRB_AI24) on x

- id: koinon:creator:x_mrb_ai24
- url: https://koinonlink.com/kol/x/MRB_AI24
- schema_version: 1.4

## Identity
- platform: x
- handle: MRB_AI24
- platform_url: https://twitter.com/MRB_AI24
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 17927
- following: 446
- posts_total: 4985
- posts_observed: 9
- posts_per_day: 16.344
- account_age_days: 305
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03074
- best_post_interactions: 551
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI tools for research, AI image generation, AI copywriting, AI writing assistants, AI website creation
- bio: HIGGS-NIIUT

## Audience (inferred)
- status: present
- description: People looking to automate and accelerate creative and research workflows using AI tools, mainly content creators, marketers, and solopreneurs
- roles: content
- seniority: practitioner
- pain_points: Struggling to produce high-quality content at scale due to time constraints, Finding it hard to keep up with the fast pace of new AI tool releases, Need reliable, tested AI tools that actually save time instead of adding complexity
- posts_analysed: 13
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 75
- authenticity_basis: engagement_observed
- credibility_score: 75
- 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_mrb_ai24#d9592b74] 80+ AI tools that replace months of work with minutes. (https://twitter.com/MRB_AI24/status/2070469802498404547)
- [x_mrb_ai24#044c0b9a] 1. 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡
- [x_mrb_ai24#89fca8d0] - ChatGPT
- [x_mrb_ai24#266b8263] - Copilot
- [x_mrb_ai24#d870f0f4] - Gemini
- [x_mrb_ai24#3af511eb] - Abacus
- [x_mrb_ai24#3a71bdf0] - Perplexity
- [x_mrb_ai24#9985ecd6] 2. 𝐈𝐦𝐚𝐠𝐞

## 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=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: 20

## AI retrieval
- indexing_requests: 9
- 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_mrb_ai24
- Request removal: https://koinonlink.com/claim?k=x_mrb_ai24
- Terms: https://koinonlink.com/for-ai