Doxwell
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For investors

Doxwell turns 20,000+ documents into a queryable memory — on the user's hardware.

Built for advisory firms that can't put client data in the cloud.

The problem we picked

Knowledge work is bottlenecked on document recall. Existing RAG fails at scale; existing on-prem tools (DATEV-DMS, DocuWare) don't reason. The wedge: privacy-mandated industries where cloud AI is a non-starter.

The market

  • Wedge: DACH advisory firms — M&A boutiques, family offices, mid-tier Kanzleien — privacy-mandated, on-prem-only, cloud AI a non-starter.
  • Ramp evidence: first design-partner deployment (Condor Immoprojekt) — 21,702 documents indexed, 38,066 entities resolved, 102,417 facts across 8,932 distinct predicates.

The product

  • Engine and product, same code. The engine is licensable.
  • +36% NDCG@10 over BM25 baseline on our 21,702-doc nightly harness. Replication on a shared open corpus is a roadmap item. (Methodology: /methodology.)
  • Air-gap operation; binaries signed (minisign); on-prem deployable in half a day.

The team

Founder Pavel Gurevich. Background available on request.

Stage and ask

Open to design-partner conversations, OEM introductions, and advisory introductions.

For incumbents who missed the AI shift

Building a private, on-prem document layer with entity resolution, temporal facts, contradiction detection, and a replayable audit trail takes 18 months and a team of 5–8. We've already shipped it.

If your 2026 roadmap includes "add AI to our document product" — and that line is owned by "people we'll hire" — there's a shortcut. Two shapes:

  • License the engine. Docortex runs inside your product, your brand. ~30 days from contract to first answer. See /engine.
  • Acquire the team. Founder + engine + 21,702-document harness + 618 MCP tools + RIGOR ledger. The price of building it yourself, minus the year.

Half a year of design today is a year of catch-up tomorrow. We're shippable now.

Reach Pavel: info [at] l-lopa.de .

Where we are honestly

One founder. v1.0 shipped April 25, 2026 as Happy Birthday. First design-partner deployment running on 21,702 documents continuously. Engineer #2 to hire on first €100K ARR. International expansion is post-DACH. Pre-revenue, design-partner stage.

Material we'll send on request

  • Pitch deck.
  • 5-minute walkthrough video.
  • Founder bio and references.
  • Access to a working instance.
  • Methodology and benchmarks (see /methodology).

Contact

info [at] l-lopa.de

Doxwell 1.0 "Happy Birthday" — released April 25, 2026. 1.1 in nightly testing.