Enterprise Knowledge
Make internal documentation answer questions
Turn wikis, drives, and message history into a queryable memory layer, so institutional knowledge survives turnover and is retrievable when it is needed.
The problem
Institutional knowledge is spread across a wiki nobody maintains, drives with several versions of the same document, and message history where the real answer was given once. Search returns documents, not answers, and the reasoning behind a decision usually leaves with the person who made it.
With MemorySync
MemorySync indexes permitted content from those sources and extracts durable facts from it, so a question returns what is currently true rather than a list of files. Ranking accounts for recency and supersession, so a replaced policy stops surfacing alongside the current one.
How it works
- 1
Connect
Approve the specific sources and paths that may be indexed.
- 2
Extract
Durable facts are drawn from documents and threads, deduplicated on write.
- 3
Retrieve
A question returns the small set of currently-true facts that answer it.
- 4
Maintain
Incremental syncs keep the index aligned as sources change.
Search returns documents; people want answers
Traditional internal search is document retrieval. Someone asking *"what is our data retention period for EU customers?"* receives five documents, two of which are outdated, and has to reconcile them.
What they wanted was the current answer and where it came from. That requires extracting facts from documents, and knowing which facts have been replaced.
The version problem
Enterprise corpora are full of near-duplicates: three revisions of a policy, a superseded runbook, a deck restating a document. Embedding distance cannot distinguish them, because they are nearly identical by design.
MemorySync deduplicates on write and ranks on recency and supersession, so the current version is what surfaces rather than whichever revision happened to be closest in vector space.
Knowledge management fails when the wrong version is as retrievable as the right one.
Approve sources deliberately
Internal sources contain material that should not enter a shared index — HR files, legal correspondence, credentials in a configuration file.
MemorySync connectors work on per-source approval: specific repositories, drives, folders, channels, and bucket paths are chosen explicitly rather than indexing everything reachable. Exclusion policies cover common sensitive patterns, and decisions are made before content is read.
What survives turnover
The most valuable institutional knowledge is reasoning, and it is the least likely to be written down. Why a vendor was chosen, why an approach was abandoned, what a customer actually asked for.
Much of it exists in message history and meeting notes. Slack and Granola connectors bring that in from approved channels and folders, which is usually where the reasoning is, even when the decision itself is documented elsewhere.
Keeping access honest
A shared knowledge layer must respect who may see what. MemorySync records the source visibility scope on indexed objects and enforces organization and project scope on retrieval, so the index does not become a way around the permissions of the systems it indexed.
What you get
- Questions return answers, not file lists
- Decision reasoning survives turnover
- Superseded policies stop resurfacing
- Permitted sources only, approved per source
- Incremental sync keeps the index current
- Access scoped to organization and project
Use cases
Build enterprise knowledge with durable memory
Start on the free tier and test retrieval, scoping, and deletion against your own workload.
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