# Tony (@Tonystakkz) on x

- id: koinon:creator:x_tonystakkz
- url: https://koinonlink.com/kol/x/Tonystakkz
- schema_version: 1.4

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

## Reach
- followers: 1037
- following: 20
- posts_total: 940
- posts_observed: 2
- posts_per_day: 1.903
- account_age_days: 494
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03375
- best_post_interactions: 35
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Direct response copywriting, E-commerce creative strategy, Behind-the-scenes campaign execution, AI limitations in creative work, Offer development and campaign planning
- bio: 8+ Years Ecom I 8+ Years DR Copywriting I Trueform®

## Audience (inferred)
- status: present
- description: E-commerce operators and direct response copywriters who are deep in the execution of ad campaigns, particularly those focused on creative strategy and offer development
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to differentiate between real creative leadership and surface-level branding in their campaigns, Frustrated by opaque or uncredited behind-the-scenes strategists who take credit for successful campaigns, Over-reliance on AI tools that don't deliver actual strategic improvement in client results
- 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: 60
- authenticity_basis: engagement_observed
- credibility_score: 60
- 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_tonystakkz#b796233d] The person behind this set up blocked me. I was praising you bruh💀 https://t.co/rpqo1jPmbm (https://twitter.com/Tonystakkz)
- [x_tonystakkz#ad11f13b] The person behind this set up is the real fucking beast. Shelby is just the face of this set up. The offers, the planning and execution was done by somebody behind the scenes. I never take things like this at face value. Kudos to shelby anyway.
- [x_tonystakkz#62479932] I can't say this enough. AI will not make you a better creative strategist. AI will not get you better results for your clients. Let me dumb it down for you. You really think building an n8n workflow and having it run market research with zero context is gonna do anything for you

## 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=110, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 12
- 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_tonystakkz
- Request removal: https://koinonlink.com/claim?k=x_tonystakkz
- Terms: https://koinonlink.com/for-ai