# Wilko S. Wolters (@WSWMUC) on x

- id: koinon:creator:x_wswmuc
- url: https://koinonlink.com/kol/x/WSWMUC
- schema_version: 1.4

## Identity
- platform: x
- handle: WSWMUC
- platform_url: https://twitter.com/WSWMUC
- website: https://bit.ly/m/WSWMUC
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 11486
- following: 2891
- posts_total: 68175
- posts_observed: 1
- posts_per_day: 13.993
- account_age_days: 4872
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00078
- best_post_interactions: 9
- 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: saas
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Digital Transformation, AI Strategy & genAI, Cloud & XaaS in retail/industry, CDO-level IT decisions, Customer Experience in digital shift
- bio: #DigitalTransformation and #AI-Strategist | #Industrial & #Automotive | #CDO | #Strategy | #CustomerExperience | #CX | #genAI | #XaaS | views=mine |

## Audience (inferred)
- status: present
- description: Digital transformation executives, CDOs and AI strategists in industrial, automotive and retail sectors, mainly in German-speaking markets
- roles: general_ai
- seniority: decision_maker
- pain_points: Building internal cloud and data capabilities in traditional industries, Competing with hyperscalers while keeping IT strategy aligned to core business, Scaling genAI and XaaS models without losing control of customer experience, Translating retail or manufacturing digital initiatives into measurable CX outcomes
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 52
- authenticity_basis: engagement_observed
- credibility_score: 67
- 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_wswmuc#ee21f602] Vermeintliche Überraschung: Supermarkt als IT-Riese (https://twitter.com/WSWMUC/status/1707718953110253865)
- [x_wswmuc#0db3f86e] Lidl-Konzern gründet eigene Cloud-Sparte
- [x_wswmuc#922fc78f] 💡 Die milliardenschwere Schwarz-Gruppe wartet mit einem eigenen Daten- und IT-Service auf. Damit verpasst sie sich große Ziele.
- [x_wswmuc#2b96f609] Die hinter den großen deutschen Einzelhandelsunternehmen Lidl oder Kaufland stehende Schwarz-Gruppe wird wichtige Teile ihrer  hausinternen IT-Systeme stärker für externe Nutze

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, 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=111, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 79
- audience_updated_days_ago: 67

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