# Estefano - FTD Growth Engine (@Estefanoverse) on x

- id: koinon:creator:x_estefanoverse
- url: https://koinonlink.com/kol/x/Estefanoverse
- schema_version: 1.4

## Identity
- platform: x
- handle: Estefanoverse
- platform_url: https://twitter.com/Estefanoverse
- website: http://kaika.agency
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1840
- following: 2002
- posts_total: 4268
- posts_observed: 2
- posts_per_day: 1.836
- account_age_days: 2324
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0038
- best_post_interactions: 7
- 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: gaming
- subcategory: igaming
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Organic growth in crypto and igaming, Affiliate marketing fraud, FTD (First-Time Deposit) acquisition ethics, AI tool vetting for growth agencies, Attribution and customer fraud prevention
- bio: Founder https://t.co/8zqd6wTEIA | Crypto & igaming FTD Growth via organic social | TG: @KAIKAER

## Audience (inferred)
- status: present
- description: Growth marketers and agency operators in crypto and igaming, focused on organic user acquisition and avoiding fraudulent traffic
- roles: ads
- seniority: practitioner
- pain_points: Dealing with CPA farming and fake user acquisition tactics, Being exploited by affiliates through bonus abuse and attribution theft, Struggling with customer recycling and inflated performance metrics, Facing pressure from AI tools that pose as partners but may compromise campaign integrity
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.85
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 54
- authenticity_basis: engagement_observed
- credibility_score: 54
- flagged_for_review: false
- koinon_bd_grade: B — 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_estefanoverse#352ca1e1] Incentivised traffic is bad for LTV. CC @KaitoAI (https://twitter.com/Estefanoverse/status/2072988709163606220)
- [x_estefanoverse#a77d5ecd] So this reads like affiliate marketing. Here's how affiliates get exploited in igaming: - CPA farming - Bonus abuses - Attribution theft - Recycling customers - Etc...
- [x_estefanoverse#06900e8b] https://t.co/s27LrQnVJ4
- [x_estefanoverse#78d6aa96] My read on why this happened. The Argentina squad handed the internet some properly ugly moments this tournament, the people who clip football for a living spotted the mood turning before anyone else, chased it for views, and the algorithm fed whatever got a reaction. France beha
- [x_estefanoverse#1d3f78f7] A WORD OF WARNING TO AGENCIES BEING APPROACHED BY @KaitoAI. They'll come to you in an approachable way and say they want to help agencies like yours, here's our proprietary data, here's a rev share on creators you onboard, here's how we can make your workflows more seamless

## 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=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=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=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: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 13
- 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_estefanoverse
- Request removal: https://koinonlink.com/claim?k=x_estefanoverse
- Terms: https://koinonlink.com/for-ai