Use-Case-Finder

Use-case finder

Describe your business in 1–2 sentences — the use-case finder suggests three concrete use cases for the rzfz.ai Stack.

Describe your business in one or two sentences, and the finder proposes three concrete use cases for where local AI with the rzfz.ai Stack — the integrated open-source stack for local AI infrastructure — supports your business, each with matching modules and a first step.

0/1000

Runs on local AI infrastructure — the answer typically takes 20–40 seconds.

What we are building right now, for example

The finder is a work in progress — these are use cases we already deliver for customers today on the rzfz.ai Stack.

Tax advisory in progress

AI-assisted annual financial statement review & documentation

A tax advisory firm automates the validation of personnel provisions, revenue and inventory values through intelligent data matching across PDFs, lists and account statements. The notes to the financial statements are prepared in structured form as well — for maximum efficiency and a well-founded basis of argument in upcoming tax audits.

Built with: Dify, Docling, GPUStack + llama.cpp

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IT services in progress

Support email classification for IT operations

An IT service provider serving many SMBs receives hundreds of log and support emails daily. A local workflow classifies them, separates noise from real incidents and prioritizes what a human needs to see.

Built with: Dify, GPUStack + llama.cpp

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Manufacturing in progress

Central RAG knowledge base for production control

A production-control company consolidates internal knowledge — manuals, incident history, process docs — into one central, local knowledge base that staff query via chat.

Built with: Open WebUI, Cognee, GPUStack + llama.cpp

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Software development in progress

24×7 dev agent raising test coverage

A local coding agent works around the clock on the in-house repository: writing unit tests, steadily raising coverage and opening merge requests — with no code ever leaving the infrastructure.

Built with: Codex, OpenCode, gsd-pi, Gitea

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Healthcare in progress

Local image analysis in patient care

Patient data processing with local vision models: disease symptoms are detected on photos directly on site — sensitive health data stays entirely within the facility.

Built with: GPUStack + llama.cpp, Presidio

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Consulting in progress

Framework for digitalization consulting

A structured consulting framework guides digitalization projects: process discovery, assessment and prioritization are supported by local AI workflows.

Built with: Dify, GPUStack + llama.cpp

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Software development in production

Local coding with on-box models

Developers use coding models directly on their own hardware — completion, reviews and refactorings without external API keys and without code leaving the premises.

Built with: Codex, OpenCode, gsd-pi, Open WebUI

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Software development / QA in progress

Risk assessment of requirements

Requirements are assessed locally for business risk, failure probability and complexity — informing how intensively each requirement gets tested.

Built with: Dify, Open WebUI, GPUStack + llama.cpp

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Foreign trade / customs in progress

Finding TARIC goods codes via RAG

The TARIC database as a local RAG: matching import/export goods codes are found from a plain description of the goods — replacing tedious manual search through the nomenclature.

Built with: Open WebUI, LightRAG, GPUStack + llama.cpp

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Financial sector in progress

Document extraction and redaction of sensitive data

Inbound customer documents are extracted locally and sensitive data is redacted automatically before further processing — built on the rzfz.ai Stack, awarded the Constantinus Award 2026.

Built with: Docling, Presidio, Dify

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