Use cases
Memco turns validated agent work into governed memory that can be reused across teams, models, tools, and workflows. Choose the operating environment closest to yours.
use case 01
for operating partners · portfolio ctos & cios · value-creation teams
Problem. Every portfolio company rediscovers the same implementation lessons — exception routes, controls, data quirks, evaluation methods — while those lessons stay trapped inside projects, vendors and people.
With Memco. Validated deployment lessons become permissioned, reusable portfolio memory, so the next company starts ahead without being locked into one platform.
use case 02
for cios & ctos · chief data & ai officers · ai transformation teams
Problem. Enterprise agents do real work across engineering, support, finance, data, security and operations, but their corrections, successful paths and decisions disappear with the session or stay trapped in one vendor.
With Memco. Validated agent work becomes governed organisational memory that persists across teams, models, tools and workflow changes.
use case 03
for vp customer experience · heads of support · support operations
Problem. Support teams have the right knowledge, but it is fragmented across helpdesks, chats, QA notes, macros and incident channels — so the next agent starts cold, repeats a bad answer or misses an escalation boundary.
With Memco. Resolved cases, human corrections, escalation judgement and policy boundaries become governed memory that improves the next case.
also available
for platform & devex teams · 20–100 engineers
Problem. Fixes, failed paths, repo quirks and review corrections die with the session, so every coding agent relearns the codebase from scratch.
With Memco. One agent’s lesson becomes governed team memory the next agent reuses — across people, sessions and tools.
Not sure which fits?
Private equity if you steer agent rollouts across a portfolio of companies. Enterprise if agents work across one organisation's teams and systems. Customer support if resolved cases and escalation judgement are the knowledge at stake. Engineering if your coding agents already run on real repos.
the loop
benchmarks · product · research
A short dispatch on shared memory for AI agents — the numbers behind the product, what we're shipping, and the research we're reading. No filler.