Application scenarios

Use Cases

Concrete deployment scenarios for Denqfabrik agents in commerce operations.

Case Studies

Built. Tested. In production.

Real systems we have developed and shipped to production for commerce companies.

Fulfillment

3h Onboarding

Central Integration Hub for Fulfillment Clients

Onboard new fulfillment clients in hours instead of weeks. Central hub with a unified API, automated onboarding process, and a real-time dashboard for inventory, orders, and SLA compliance.

FulfillmentDashboardOnboardingAPI Hub
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Pricing

4 Layers

Multi-Layer Repricer with Four Data Layers

Intelligent repricing system that simultaneously considers fulfillment capacities, product-level sales data, internal pricing rules, and competitor prices. Fully custom-designed for maximum margin at competitive rates.

RepricerCustomWarehouse CapacityCompetitor Analysis
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Integrations

Days not months

E-Commerce Integration Hub — All Marketplaces in One Place

Refunds, Orders, Stocks — all marketplaces in one system. Unit tests, E2E tests, and high security standards. New marketplaces connected in days, even before major connector providers offer an interface.

MarketplacesE2E TestsEarly AccessSecurity
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Dropship + AI

NL → DE automated

AI-Powered Dropshipping Integration with Translation

Integration of a Dutch partner with AI translation of product texts into German. Automatic generation of high-quality HTML descriptions from text and images. Full fulfillment interface for orders, stocks, prices, and refunds.

AITranslationFulfillmentDropshipping
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AI Agents

Agent scenarios. Use cases.

Examples of how our AI agents are deployed in commerce processes — from support to finance.

Support Automation Agent

Automates standard support requests and scales ticket volume in a controlled way.

  • Classification and routing of incoming cases
  • Standard workflows for cancellations, returns, and status inquiries
  • Escalation on uncertainty

Marketplace Operations Agent

Monitors marketplace processes, detects exceptions, and drives operational responses.

  • Monitoring of stock levels and price deviations
  • Securing vendor and platform processes
  • Early detection of faulty process chains

Content & Product Data Agent

Generates and validates structured product data for shops and marketplaces.

  • Generation of structured product descriptions
  • Consistency checks across attributes and media
  • Pre-validation before publishing

Finance & Reconciliation Agent

Automates reconciliation, fee verification, and deviation reporting.

  • Reconciliation across ERP and platform data
  • Flagging fee and settlement differences
  • Traceable handoff status to finance

Ready-made connectors

Get started faster with existing integrations

Denqfabrik offers ready-made connectors for common commerce platforms — from marketplaces to shop systems, ERP and fulfillment. No cold start, just production-proven building blocks.

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