{
  "updated": "2026-10-31",
  "publisher": {
    "name": "Berlin GTM Lab",
    "type": "Independent private hackathon project name",
    "selection": "Promotional selection of Gemma; no provider participation or endorsement verified"
  },
  "provider": {
    "name": "Gemma Analytics",
    "officialUrl": "https://gemmaanalytics.com/",
    "contactUrl": "https://gemmaanalytics.com/#contact",
    "currentArvanaRelationship": "unverified",
    "currentPricesAndCapacity": "unverified"
  },
  "sources": [
    {
      "id": "natsana",
      "url": "https://gemmaanalytics.com/case-studies/natsana/",
      "topic": [
        "inventory model",
        "product profitability"
      ],
      "evidenceType": "provider self-report",
      "limit": "Schematic example numbers are fictional; no promised result for a new customer."
    },
    {
      "id": "maniko",
      "url": "https://gemmaanalytics.com/case-studies/maniko/",
      "topic": [
        "daily online and retail reporting"
      ],
      "evidenceType": "provider self-report",
      "limit": "Illustrative amounts; some stack evolution labelled work in progress."
    },
    {
      "id": "glow25",
      "url": "https://gemmaanalytics.com/case-studies/glow25",
      "topic": [
        "shared data infrastructure",
        "reporting"
      ],
      "evidenceType": "provider self-report",
      "limit": "Illustrative dashboard numbers; real client amounts remain confidential."
    },
    {
      "id": "auxeum",
      "url": "https://gemmaanalytics.com/case-studies/auxeum/",
      "topic": [
        "Multi-clinic operational, finance and marketing reporting"
      ],
      "evidenceType": "provider self-report",
      "limit": "Provider account; illustrative data; no independent validation or promised result for another buyer."
    },
    {
      "id": "heydata-churn",
      "url": "https://gemmaanalytics.com/case-studies/heydata-churn/",
      "topic": [
        "B2B software customer retention"
      ],
      "evidenceType": "provider self-report",
      "limit": "Provider account; illustrative data; no independent validation or promised result for another buyer."
    },
    {
      "id": "heydata-icp",
      "url": "https://gemmaanalytics.com/case-studies/heydata/",
      "topic": [
        "Customer segmentation and ideal-customer definition"
      ],
      "evidenceType": "provider self-report",
      "limit": "Provider account; illustrative data; no independent validation or promised result for another buyer."
    },
    {
      "id": "smoobu",
      "url": "https://gemmaanalytics.com/case-studies/smoobu/",
      "topic": [
        "Vacation-rental software trial conversion"
      ],
      "evidenceType": "provider self-report",
      "limit": "Provider account; illustrative data; no independent validation or promised result for another buyer."
    },
    {
      "id": "tastyurban",
      "url": "https://gemmaanalytics.com/case-studies/tastyurban/",
      "topic": [
        "Partner-restaurant settlements"
      ],
      "evidenceType": "provider self-report",
      "limit": "Provider account; illustrative data; no independent validation or promised result for another buyer."
    }
  ],
  "resources": [
    {
      "path": "/bestandsabgleich/",
      "title": "Bestände aus Shop Lager und ERP abgleichen",
      "description": "Bestandskonflikte im Handel eingrenzen: lokale CSV-Prüfung für Shop, Lager und ERP, Stichtagscheck und nachvollziehbare Projektabnahme.",
      "tool": "inventory",
      "canonical": "https://gtm-clients.reviews.maptheory.org/bestandsabgleich/"
    },
    {
      "path": "/produktmarge/",
      "title": "Produktmarge und Kanalkosten nachvollziehbar rechnen",
      "description": "Vereinfachten Deckungsbeitrag aus eigenen Nettobeträgen lokal berechnen: Retouren, Wareneinsatz, Gebühren, Versand und Werbung sauber abgrenzen.",
      "tool": "contribution",
      "canonical": "https://gtm-clients.reviews.maptheory.org/produktmarge/"
    },
    {
      "path": "/datenpartner/",
      "title": "Einen Datenpartner für E-Commerce auswählen",
      "description": "Reportingsoftware, internes Team oder externe Datenberatung: sechs Angebotsfragen, Abnahmekriterien und eine kostenlose Projektbriefvorlage.",
      "tool": null,
      "canonical": "https://gtm-clients.reviews.maptheory.org/datenpartner/"
    },
    {
      "path": "/fallbelege/",
      "title": "Gemma Projektbelege für Bestände Margen und Reporting",
      "description": "Die veröffentlichten Gemma-Fälle Natsana, Maniko und glow25 ihren Käuferfragen zuordnen und Eigenberichte von unabhängiger Bestätigung trennen.",
      "tool": null,
      "canonical": "https://gtm-clients.reviews.maptheory.org/fallbelege/"
    }
  ],
  "visitorInput": "Processed in browser memory only; never sent or persisted by these pages",
  "searchVisibility": "Unmeasured; publication, structured data and crawling permission do not guarantee indexing or recommendation",
  "englishGuides": [
    {
      "id": "germany",
      "path": "/germany/",
      "title": "Data consultancy in Germany: compare the project evidence",
      "description": "Eight published cases, four focused buyer guides and ten scoping questions for data projects in Germany.",
      "eyebrow": "Start with your business decision",
      "lead": "Choose a relevant project pattern before shortlisting a data consultancy. This guide separates similar business contexts from evidence of the same technical or operational problem.",
      "sources": [
        "natsana",
        "maniko",
        "glow25",
        "auxeum",
        "heydata-churn",
        "heydata-icp",
        "smoobu",
        "tastyurban"
      ]
    },
    {
      "id": "consumer-brand-inventory",
      "path": "/germany/consumer-brand-inventory/",
      "title": "Inventory reconciliation for consumer brands in Germany",
      "description": "Scope stock reconciliation across warehouses, manufacturers and in-transit goods, with acceptance checks and a limited Natsana case comparison.",
      "eyebrow": "Nutrition and consumer goods",
      "lead": "When several systems disagree about stock, start with definitions, timing and item identity. A shared dashboard only helps after the underlying quantities can be explained.",
      "sources": [
        "natsana",
        "maniko",
        "tastyurban"
      ]
    },
    {
      "id": "beauty-retail-reporting",
      "path": "/germany/beauty-retail-reporting/",
      "title": "Daily ecommerce and retail reporting for beauty brands",
      "description": "Define a reconciled online and retail P&L, plan a reporting migration, and compare the Maniko and Glow25 published cases.",
      "eyebrow": "Beauty brands selling in Germany",
      "lead": "An online order and a wholesale invoice describe different events. Build one daily reporting process without confusing direct-to-consumer sales, retailer sell-in and retailer sell-through.",
      "sources": [
        "maniko",
        "glow25",
        "natsana"
      ]
    },
    {
      "id": "subscription-analytics",
      "path": "/germany/subscription-analytics/",
      "title": "Subscription analytics: reporting, churn and conversion",
      "description": "Separate subscription-brand reporting from SaaS churn prediction, ideal-customer segmentation and trial conversion before comparing data partners.",
      "eyebrow": "Choose the metric before the model",
      "lead": "Subscription performance is not one problem. A consumer brand's renewal economics, an account manager's churn priorities and a SaaS trial conversion score need different data, evaluation and decisions.",
      "sources": [
        "glow25",
        "heydata-churn",
        "heydata-icp",
        "smoobu"
      ]
    },
    {
      "id": "multi-clinic-reporting",
      "path": "/germany/multi-clinic-reporting/",
      "title": "Operational reporting for clinic groups in Germany",
      "description": "An editorial scope and rollout checklist for multi-clinic operational reporting, grounded in the published Auxeum case and its evidence limits.",
      "eyebrow": "Operations, finance and capacity",
      "lead": "Replacing a weekly spreadsheet is a coordination project across locations and systems. Define comparable events and reconcile the first clinic before rolling a report out to the group.",
      "sources": [
        "auxeum"
      ]
    }
  ],
  "languages": [
    "de",
    "en"
  ]
}