AI needs business context
Build AI that understands your business.
Penumbra turns your knowledge, workflows, rules, and expert judgment into domain context your people, products, and agents can run on.
Use Penumbra
Solve one workflow with AI that knows the business.
Bring a workflow, corpus, expert process, or engagement. Penumbra turns the knowledge around it into a working AI system with memory, tools, review, and traceability.
See product →Build on Penumbra
Build agents on a real domain model.
Describe the objects, rules, workflows, and standards your product needs. Penumbra turns them into tools, APIs, extraction, memory, guardrails, and provenance.
See platform →Why it matters
Your agents are learning from scraps.
Docs, tickets, dashboards, schemas, prompts, and Slack threads all contain pieces of how the business works. None of them is the domain context your agents need to do work reliably.
Penumbra gives AI the missing layer: clear, owned domain context that can power tools, memory, extraction, review, and provenance.
How it works
Describe the business once. Use it everywhere.
Your team describes the objects, rules, workflows, and standards in plain language. Penumbra turns that into the pieces your AI system needs to work.
Start small
Start with one workflow. Grow into the company brain.
You do not need to define the whole company before getting value. Start with the place where AI keeps getting the business wrong. The domain model grows as more workflows connect.
Scale judgment without dilution
Turn your firm’s method into a system consultants and agents can work from.
Explore →Help AI understand the business
Give agents the objects, rules, and context behind your systems.
Explore →Let teams keep their language
Define different views of the same domain and keep them reconcilable.
Explore →Give agents a domain model
Define the business once. Turn it into tools, APIs, memory, and guardrails.
Explore →Bring one workflow
We will show you what your AI is missing.
A workflow, corpus, agent, client engagement, platform surface, or expert method is enough. We map the domain context behind it and show what Penumbra can turn on first.
Book a working session →