# Stephen Bishop (@_stephenbishop_) on x

- id: koinon:creator:x__stephenbishop_
- url: https://koinonlink.com/kol/x/_stephenbishop_
- schema_version: 1.4

## Identity
- platform: x
- handle: _stephenbishop_
- platform_url: https://twitter.com/_stephenbishop_
- website: http://studio-flow.co/ecom?el=twitter
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3506
- following: 34
- posts_total: 4778
- posts_observed: 21
- posts_per_day: 3.22
- account_age_days: 1484
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00742
- best_post_interactions: 26
- 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: AI UGC and animation ad production, Building and sharing AI ad swipe files, Hiring AI creative talent, Ecom paid ads scaling with AI, Business milestone reflections
- bio: Building StudioFlow - helping ecom brands scale their paid ads with AI creatives.

## Audience (inferred)
- status: present
- description: Ecom brands and paid ads teams focused on scaling creative production with AI tools and UGC/animation formats
- roles: ads
- seniority: practitioner
- pain_points: Lack of high-quality AI-only ad swipe files and examples across formats, Difficulty hiring specialized AI animation and UGC creators, Need for native language review and localization for ad scripts/videos, Challenges in consistently producing varied AI ad styles at scale
- posts_analysed: 4
- confidence: 0.4

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

## Quality signals
- authenticity_score: 77
- authenticity_basis: engagement_observed
- credibility_score: 77
- 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__stephenbishop_#14eccf9c] Also looking for a native Dutch speaker too. Need some scripts translated and videos reviewed. DM me! (https://twitter.com/_stephenbishop_/status/2060539403441672375)
- [x__stephenbishop_#37923191] Hiring talent AI Animation/AI UGC Creators to produce: - AI UGC ads - AI podcast-style videos - Pixar, 3D, Claymation & other AI animation styles - High-converting Meta creatives We’re looking for people who understand performance marketing. Comment or DM me your portfolio ht
- [x__stephenbishop_#72094f58] Never found a good swipe file with AI only ads. So I built my own. 1,000+ AI ads, with multiple formats like: - AI UGC - Claymation - Pixar - Podcast - Street Interview Link is below. It's completely free. https://t.co/FbX8OMQ2Mf
- [x__stephenbishop_#32a8be1b] Recently hit a major milestone with the biz that I'd been aiming towards for a while. Biggest lesson/takeaway personally was that you can hit every goal you have your own way. There is zero specific "right" way, despite what people say. Work weekends/take we

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, 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=78, 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: 78
- audience_updated_days_ago: 76

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