# Stefan Wenzel (@stewenz) on x

- id: koinon:creator:x_stewenz
- url: https://koinonlink.com/kol/x/stewenz
- schema_version: 1.4

## Identity
- platform: x
- handle: stewenz
- platform_url: https://twitter.com/stewenz
- website: https://linktr.ee/wenzel
- country: Germany
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2203
- following: 905
- posts_total: 8953
- posts_observed: 1
- posts_per_day: 1.315
- account_age_days: 6809
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00091
- best_post_interactions: 2
- 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: 0.8
- category_source: derived_from_recent_content
- topics: AI in e-commerce, Digital transformation in retail, Agentic commerce, Strategic leadership in digital business, Book publishing and thought leadership
- bio: Digitaler Handel seit 1999. 
CEO, Advisor, Speaker. Klartext.  
https://t.co/0pdMaY7Bct

## Audience (inferred)
- status: present
- description: German e-commerce professionals and digital business leaders, especially those focused on AI-driven commerce and strategic transformation
- roles: ecom_ops
- seniority: decision_maker
- pain_points: Struggling to see meaningful results from digital transformation initiatives, Failing to adapt to AI and agentic commerce trends in time, Lacking clear strategic direction for long-term digital growth
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: engagement_observed
- credibility_score: 51
- 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_stewenz#5f78b842] https://t.co/fuiBsPJZl9 https://t.co/NuQ94VI45U (https://twitter.com/stewenz/status/1605817769580040193)
- [x_stewenz#ae0bcc97] Replay auf YT verfügbar https://t.co/Ry7ouY2Oou
- [x_stewenz#bd1f29b5] 𝗡𝗲𝘂𝗲𝗿 𝗔𝗿𝘁𝗶𝗸𝗲𝗹: „Noch sehen wir nichts in den Zahlen“ könnten die berühmten letzten Worte für Teile des deutschen Handels werden... https://t.co/UaetmU8zVY
- [x_stewenz#22fc62a7] Back im Back https://t.co/FAseg785kM
- [x_stewenz#421ea18c] Off to the races #K52026 (1 Koffer Bücher, 1 Koffer Schuhe) https://t.co/mbrzN9UHJZ
- [x_stewenz#fd796861] Back on the Bäckerei-Block https://t.co/j5nQkbOm8x
- [x_stewenz#85f040e8] The English edition of my book, recognised by Google as one of the top recommendations for literature on AI and agentic commerce, is now available as a Kindle e-book or in paperback or hardback format. Available in the Amazon shop near you. https://t.co/NOnxS8KwvV https://t.co/m3
- [x_stewenz#28527b46] Mein neues Buch: https://t.co/vSrki0mP1R https://t.co/p3WpyTPfU4

## 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=112, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 6
- 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_stewenz
- Request removal: https://koinonlink.com/claim?k=x_stewenz
- Terms: https://koinonlink.com/for-ai