Labs

Labs are where product bets meet industry constraints.

Each lab starts with a workflow wedge: repeated documents, expensive hand-offs, expert review and a clear path to a vertical product. This is where the broad Pragma ambition becomes specific products people actually use.

No. Lab Workflow Status
01
Processual
 Case work for legal teams in Portugal, with sources, review and control. Every citation resolves to the original document — the model never writes one. Active processual.pt
02
EduNexo
 Portuguese teachers organise learning evidence and reach evaluation decisions with more clarity, rigour and control. Active edunexo.pt
03
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 Document-heavy, high-judgment, costly hand-offs, measurable output quality. If that describes your work, we would like to hear about it. Exploring Propose one
Workflow diagnosis

Your team does not need another chatbot. It needs the work to move.

Most AI pitches assume the hard part is generating an answer. In professional work, the hard part is everything around the answer: finding the source, preserving context, knowing who reviewed it, and moving the next task forward without breaking trust.

What generic AI leaves behind

  • Context scattered across documents and inboxes
  • Outputs separated from source material
  • No ownership of review, approvals or next steps
  • No memory of workflow state after the prompt

What a vertical product has to own

  • Structured context from the actual source documents
  • Drafts and decisions tied back to evidence
  • Human review designed into the workflow
  • State, permissions, quality checks and iteration loops
Fit test

There may be a product hiding in the workflow when the same signals keep showing up.

Build what matters
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Have a workflow where better AI would create real leverage?

Map a workflow with us 30 minutes. We ask about the documents first.

We are looking for document-heavy professional work where a narrow product can improve throughput, preserve trust and make an important system work better.