# David (@davidfigeira) on x

- id: koinon:creator:x_davidfigeira
- url: https://koinonlink.com/kol/x/davidfigeira
- schema_version: 1.4

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

## Reach
- followers: 20198
- following: 88
- posts_total: 1740
- posts_observed: 2
- posts_per_day: 2.771
- account_age_days: 628
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01604
- best_post_interactions: 324
- 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: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI-generated video content for e-commerce, TikTok Shop affiliate marketing, Automated ad creation with AI tools, Low-cost startup strategies for online business
- bio: High school dropout at 17 to 7 figures with tiktok shop and CPB at 19

## Audience (inferred)
- status: present
- description: Young entrepreneurs and solopreneurs focused on AI-powered e-commerce, especially TikTok Shop and affiliate marketing with low upfront costs
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to create high-quality product videos at scale without a team or budget, Finding it hard to generate compelling ad creatives without hiring expensive agencies or learning complex editing tools, Wasting time on repetitive content creation tasks that slow down growth
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 80
- authenticity_basis: engagement_observed
- credibility_score: 80
- 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_davidfigeira#ce19cae0] If you want to do affiliate commissions, listen carefully. I'm pulling $68K/month using nothing but AI animated avatars reviewing products — dropping 100+ videos a day on autopilot. No camera. No editing. No guesswork. Now stack that with full animated ads — claymation, Pixar, an (https://twitter.com/davidfigeira/status/2074100250923418014)
- [x_davidfigeira#2d538034] Seedance is F*cking crazy! I gave it one product photo. It generated agency-level ads in under 2 minutes. No editor. No CapCut. No $10k/month creative retainer. Then I combined it with my Claude pipeline — and my ads started looking like top 1% DTC brands. For $1. Honestly feels 

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, 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=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=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=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: 79
- audience_updated_days_ago: 21

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