# Florian Kolf (@graphium) on x

- id: koinon:creator:x_graphium
- url: https://koinonlink.com/kol/x/graphium
- schema_version: 1.4

## Identity
- platform: x
- handle: graphium
- platform_url: https://twitter.com/graphium
- website: http://handelsblatt.com
- country: Germany
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1191
- following: 411
- posts_total: 3482
- posts_observed: 1
- posts_per_day: 0.533
- account_age_days: 6531
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01175
- best_post_interactions: 14
- 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: crossborder
- category_confidence: 0.87
- category_source: derived_from_recent_content
- topics: German retail industry trends, E-commerce and online retail developments, Family-owned businesses in retail, Sustainable consumption and retail, Retail innovation and new business models, Mergers and acquisitions in consumer goods
- bio: Redakteur @handelsblatt Fokus: #Familienunternehmen #Handel, #Onlinehandel, #Konsum, #Nachhaltigkeit | Privater Account

## Audience (inferred)
- status: present
- description: Business journalists and industry analysts focused on German retail, e-commerce, family-owned enterprises, and sustainable consumption
- roles: content
- seniority: practitioner
- pain_points: Struggling to keep up with rapid changes in German retail and e-commerce models, Finding it hard to identify credible sources for in-depth analysis on family-owned businesses in retail, Lacking timely, reliable reporting on emerging retail innovations like new delivery services or acquisitions, Difficulty in understanding the strategic implications of large retail players' moves (e.g., Aldi, Edeka, Otto)
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.5
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 52
- authenticity_basis: engagement_observed
- credibility_score: 52
- flagged_for_review: false
- koinon_bd_grade: C — 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_graphium#369a557d] Hoffentlich ist noch was da, wenn ich dran bin 🙈 #sylt #pfingstmontag https://t.co/gVAwEmTvfn (https://twitter.com/graphium/status/1630473318829551616)
- [x_graphium#28022a0b] Wir ❤️ Vielfalt. Starkes Zeichen von #Edeka https://t.co/67MV7d3i3C
- [x_graphium#b0c5c7b0] Wenn ich jetzt was x-e, würdet ihr das dann re-x-en?
- [x_graphium#a3d8dfc3] Deutsches Einhorn SellerX übernimmt US-Konkurrenten Elevate Brands – und will einen Konsumgüterkonzern der neuen Generation schaffen ⁦@handelsblatt⁩ - https://t.co/ytqpBnDGDy
- [x_graphium#ea5a24de] #Aldi Süd testet einen eigenen Lieferdienst für frische Lebensmittel - zunächst nur in einer Stadt. Und nicht jeder wird beliefert. ⁦@handelsblatt⁩ https://t.co/Z8Ok5sNR5d
- [x_graphium#0ef236cb] Der Versandhaus-Milliardär Michael Otto: „Die Warenhäuser haben die Entwicklung komplett verschlafen“. Im Interview erklärt er, warum der Niedergang von Kaufhof und Karstadt schon in den 70er-Jahren begonnen hat ⁦@handelsblatt⁩ - https://t.co/LVR896XkWM
- [x_graphium#04df1517] Die Bundesagentur für Arbeit mahnt ein Zukunftskonzept für Galeria Ka

## 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=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=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=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: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- 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_graphium
- Request removal: https://koinonlink.com/claim?k=x_graphium
- Terms: https://koinonlink.com/for-ai