# bonduelle (@bonduelleioat) on x

- id: koinon:creator:x_bonduelleioat
- url: https://koinonlink.com/kol/x/bonduelleioat
- schema_version: 1.4

## Identity
- platform: x
- handle: bonduelleioat
- platform_url: https://twitter.com/bonduelleioat
- website: https://t.me/PolyUFC
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 557
- following: 246
- posts_total: 3462
- posts_observed: 1
- posts_per_day: 9.807
- account_age_days: 353
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0395
- best_post_interactions: 22
- 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: 0.85
- category_source: derived_from_discovery_path
- topics: AI automation for daily productivity, Prediction markets and future data value, Recording work for long-term client acquisition
- bio: | prediction market | content creator | researcher & contributor |

## Audience (inferred)
- status: present
- description: AI productivity enthusiasts and early-stage content creators interested in prediction markets and personal branding
- roles: general_ai
- seniority: practitioner
- pain_points: Spending hours on repetitive tasks instead of using AI to handle them, Failing to document daily work and missing future client or monetization opportunities, Overlooking emerging data assets in niche industries like prediction markets
- posts_analysed: 3
- 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: 43
- authenticity_basis: engagement_observed
- credibility_score: 43
- flagged_for_review: false
- koinon_bd_grade: C — 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_bonduelleioat#c64d6c9e] While you’re reading this, someone else is already saving 2–4 hours every single day because they stopped working for AI and made AI work for them. Over the course of a year, that’s more than 700 hours saved - almost an entire month of your life. Some people will spend that time  (https://twitter.com/bonduelleioat/status/2070505126511403474)
- [x_bonduelleioat#1fbd42af] While you’re reading this, someone else is already making money - not because they know more, but because their AI learns faster. A year from now, this could become the biggest edge in the market. Those who don’t start today may spend years trying to catch up. Your money just los
- [x_bonduelleioat#4e0ed447] In five years, the most valuable asset on a snail farm might not be snail caviar. It might not even be snail mucin. It could be data. Imagine a farm that has collected 10–20 million data points over several years - tracking temperature, humidity, growth rates, feed consumption, s
- [x_bonduelleioat#e8389734] Before you scroll past this post, remember one thing: a year from now, you’ll either regret not recording your work today, or you’ll be getting clients and making money while everyone else still believes their daily routine is “too boring” for content. Feeling burned out at work 

## 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=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=84, 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=84, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=125, 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=84, 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=125, 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=125, method=platform_profile

## Freshness
- profile_checked_days_ago: 125
- content_analysed_days_ago: 84
- audience_updated_days_ago: 84

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