MAiPL.
Turn product chaos
into shared clarity.
Your sources, their connections, and the evidence behind your next product decision. One context layer.
Private beta · approved emails can sign in.
The Living Graph
The work changes.
The connections matter.
PM tools, docs, code repositories, customer feedback and analytics all shape the work. Their artifacts connect through shared context, bringing production-heavy work into focus.
Jira
Available connectors
Notion · Google Docs · PDFs
Available connectors
GitHub
Available connectors
Intercom · Zendesk
Planned connectors
Amplitude
Available connectors
The artifact other work leans on.
A production-heavy cluster brings related evidence and dependencies into focus. This is a conceptual view, not live organizational data.
From context to a call
Know what deserves
your next move.
Build, validate or hold. A decision connected to the evidence behind it — not another score to take on faith.
See the product
Four agents. One context layer.
Different jobs.
A shared understanding.
Intelligence, Decision, Governance and Communication — each reads from and returns to the same context layer.
Genuine insight on what has been done, and what may or may not work.
What it brings to the call
What this run learned, and what changed since last time.
Self check
Are you in a Context Trap?
Five quick questions about how your team handles context — and what it might be costing you.