Your product's full context,
finally in one place.
maipl compiles every ticket, doc, and decision your team has ever made into one ranked call each week — one winner, why the rest lost, and the evidence attached to both.
pilot access: join the waitlist, then sign in with the same email once it's approved.
Product context is your most valuable asset. Most teams lose it.
Your most expensive decisions are made with the least context.
PMs, engineers, and leadership all pull from different sources — Jira, docs, chat, memory. By the time a decision is made, half the room is still guessing.
Every week, you rebuild the same shared understanding.
Roadmap reviews, stand-ups, escalation threads — they repeat the same questions because the reasoning behind past calls never became a reusable asset.
The teams that win write their product memory down.
maipl turns your scattered product context into a single, cite-able source of truth — so decisions ship faster, with fewer meetings, and with a record everyone trusts.
One winner, and why the rest lost.
No RICE spreadsheet, no scoring workshop — a ranked call your team can argue with, with the evidence attached.
- build now78PLAT-118Guided activationbroad reachtop of the run — highest strategic fit with the evidence to back it.
- next64PLAT-092Dark mode for dashboardfocused reachloses to PLAT-118 on evidence strength.
- not now41PLAT-140Public API marketplaceunmeasuredloses to PLAT-118 on strategic fit.
Every shipped epic teaches the next verdict.
When an epic ships — or gets killed mid-flight — maipl links the outcome back to the verdict that approved it. Over weeks, the agent stops scoring on generic heuristics and starts predicting against your team's bets.
- →Strategic anchors that never produce wins get downweighted
- →Evidence sources your team trusts get higher signal weight
- →Recurring swap patterns surface as roadmap anti-patterns
Turn product chaos
into shared clarity.
Early cohorts are small on purpose. Get in line, and help decide what the reasoning layer for product teams should actually do.
approved pilot emails can sign in directly — no invite link needed.