# Léo Bachelot (@egocgp) on x

- id: koinon:creator:x_egocgp
- url: https://koinonlink.com/kol/x/egocgp
- schema_version: 1.4

## Identity
- platform: x
- handle: egocgp
- platform_url: https://twitter.com/egocgp
- website: http://bwealthy.app
- country: France
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 11935
- following: 243
- posts_total: 31513
- posts_observed: 1
- posts_per_day: 13.864
- account_age_days: 2273
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00101
- best_post_interactions: 12
- 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-powered workflow automation, Open-source tool development, Custom internal tooling for finance professionals, Collaborative software building, Financial planning operations
- bio: je n'écris que des choses utiles

conseil premium en gestion de patrimoine, entrepreneur, investisseur, économiste

## Audience (inferred)
- status: present
- description: Independent financial planners and small investment firms seeking to build custom productivity tools using AI
- roles: automation
- seniority: practitioner
- pain_points: Struggling to find customizable, efficient workflows for managing personal and client portfolios, Lack of access to transparent, collaborative tools that can be adapted to specific financial planning needs, Difficulty in building or modifying internal tools without technical expertise
- posts_analysed: 5
- 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: 83
- authenticity_basis: engagement_observed
- credibility_score: 83
- 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_egocgp#1b0e0e78] bosser tous ensemble pour construire vos outils / workflows (https://twitter.com/egocgp/status/2070084619475517542)
- [x_egocgp#f609c0dc] l'IA permet de collaborer 10x plus vite, et de customiser vos espaces de travails en interne
- [x_egocgp#97302c26] je suis en train d'ouvrir mes applications à ceux qui souhaitent contribuer à leur développement pour pouvoir aussi les utiliser
- [x_egocgp#78f7f692] donc je mets en open-sources mes outils, vous buildez de votre côté, vous balancez votre "prototype", je valide de

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