Documents are the interface
The work starts in contracts, filings, reports, emails, PDFs, forms, and internal templates — not in a blank chat box.
Vertical AI Product Lab
Generic AI stops at the chat box. We build the products that run the workflow.
Pragma Labs builds vertical AI products for document-heavy professional work — starting with legal operations. Each lab targets one expensive workflow, turns it into a product, and carries what works into the next industry.
Thesis
The bottleneck is not intelligence. It is context.
Most professional workflows are not a clean prompt and a clean answer. They are documents, exceptions, deadlines, templates, approvals, source material, and expert judgment. Generic AI can speed up pieces of that work. It cannot own the workflow unless the product is built around the industry.
Judgment stays in the loop
High-risk work needs review, provenance, versioning, and clear responsibility for the final output.
Workflow is the moat
The valuable product is not a better answer. It is the system that knows what happens before and after the answer.
Labs
Each lab starts with one workflow that should already be a product.
We look for professional work with repeated documents, expensive handoffs, high judgment, and measurable output quality. If the wedge survives expert review and real usage, it becomes a vertical product.
Active Lab 01
Research
Watchlist
Legal operations
Turning matter documents, context, and recurring drafting work into lawyer-reviewed workflows.
View legal lab →Accounting and finance ops
Document-heavy coordination, review, and reporting workflows where accuracy and traceability matter.
Construction coordination
Project documents, change orders, compliance checks, and coordination loops across teams.
Lab 01
Legal work, rebuilt from documents outward.
Gestão Jurídica is our first vertical product: an AI-native workflow for Portuguese legal teams working through dense process documents, scattered context, repeated drafting, and review cycles. The product is built around source-grounded context, lawyer review, and professional control.
View the legal lab →Common engine
The products are vertical. The engine compounds.
Every lab teaches the same underlying system: how to read messy documents, extract entities and events, preserve sources, route work through expert review, manage permissions, and evaluate output quality. The customer experience stays vertical. The infrastructure gets faster with every lab.
Ingest documents
Extract context
Ground outputs
Route review
Track state
Audit & improve
Product standards
What every Pragma product has to prove.
A narrow workflow beats a broad demo
Each product starts with one painful workflow, not a generic AI platform.
Outputs need sources
Professional users need to see where an answer came from and what changed.
Review is a feature, not a fallback
Human judgment stays visible in workflows that carry legal, financial, or operational risk.
Adoption decides
A lab only matters if users keep coming back to the workflow after the novelty is gone.
Contact
Building around a workflow generic AI cannot understand?
We are interested in document-heavy professional workflows with repeated pain, expert review, and a clear path to a vertical product.
Discuss an industry lab