Use cases
Document audit & compliance
Legal · Finance · Insurance200 contracts to audit. The risky clauses are somewhere in those thousands of pages. Your team spends weeks sifting through everything.
Drop the entire case file into DEPOSIUM®. Ask: "Which contracts contain a non-compete clause longer than 2 years?" You get the list — with each clause, each page, each source document.
A multi-week audit reduced to a few hours — with every answer sourced and verifiable.
Internal knowledge base
Any companyThe info is somewhere in SharePoint. Or in Drive. Or in Marie's email from last June. Your teams waste 30 minutes a day looking for things they know exist.
Centralize your documents in DEPOSIUM®. Anyone on the team can ask a question and get the answer in 30 seconds — with the source document, exact page, and highlighted passage.
30 seconds instead of 30 minutes. Company knowledge accessible to everyone, not just those who know where to look.
Industrial & field maintenance
Industry · Construction · EnergyThe technician is in the field, facing a broken machine. The manual is 800 pages long. The procedure is somewhere in there.
DEPOSIUM® has read and structured the entire manual. The technician asks: "Replacement procedure for hydraulic filter XR-400." They get the exact answer, with the diagram and part references.
The right information, instantly, in the field. Even from scanned documents thanks to built-in OCR.
Training & augmented e-learning
Training · Education · HRHundreds of hours of training content already exist. But learners don't know what to search for, or where.
Import your training materials. Learners ask questions in plain language and get targeted answers, sourced from your own educational content.
Training goes from passive to interactive. Every course material becomes a 24/7 queryable expert.
Research & document monitoring
Research · Consulting · StrategyYour research corpus spans dozens of articles, reports and studies. Cross-referencing sources, spotting contradictions, finding a specific citation: manual and time-consuming work.
Drop your corpus into DEPOSIUM®. Ask: "Which studies contradict the findings of Martin et al. 2023?" DEPOSIUM® cross-references sources, detects links and shows you the relevant passages in each document.
Hours of literature review reduced to minutes. With every claim traceable back to its source.
DEPOSIUM® vs the alternatives
How DEPOSIUM® compares to existing solutions.
| DEPOSIUM | Claude Desktop | NotebookLM | MS GraphRAG | |
|---|---|---|---|---|
| Ease of use | Drag & drop, chat | Upload, chat | Drag & drop, chat | CLI / developers |
| Long documents | Native — chunking + graph, tested 800+ pages | Context window (~1M tokens), auto RAG beyond | ~500K tokens max | Depends on chunking |
| Number of documents | Unlimited (per space) | ~20 files / project | ~50 sources | Unlimited (API) |
| Knowledge graph | Automatic (entities, relations, timeline) | No | No | Yes (costly to generate) |
| Search | Hybrid 5 signals (BM25 + vector + graph + RRF + reranking) | Contextual Retriever (enriched vector) | Vector | Vector + graph |
| Quality measurement | F1, MINE, built-in Audit | None | None | None |
| Hallucinations | 0% verified (800+ page corpus) | Not measurable | Not measurable | Not measurable |
| Source citations | Page + exact paragraph | Approximate | Yes | No |
| API / CLI | REST API + CLI + SSE streaming | API (via Anthropic API) | No | API (Azure) |
| MCP integration | Native MCP server | N/A (it's the MCP client) | No | No |
| Hosting | Cloud Europe / On-Premise | Local / US | Google Cloud | Azure / local |
| AI models | 200M–120B open-source | Claude — size unknown (proprietary) | Gemini (proprietary) | GPT-4o (proprietary) |
Already using Claude? Perfect.
Claude searches within its context window. DEPOSIUM® searches your entire document base — 10,000 pages, structured, indexed, with knowledge graph.
Connect it in 2 minutes via MCP. Claude becomes omniscient on your documents. Without sending your files to anyone.
Integrates with Claude, Cursor, n8n, or any AI agent.
Thinking of building your own stack (Turbopuffer, Pinecone, LangChain…)? DEPOSIUM® includes vector search, BM25, knowledge graph, reranking, anti-hallucination and user interface — ready to use, hosted in Europe. Zero infra to manage.
Ready to unlock what your documents know?
Free trial, no credit card. Your first results in minutes.