AI Product 03 · Retrieval layer
Retrieval that returns the section, not the shard.
Turns your files into structured knowledge and serves whole sections, with context, to any agent over MCP or REST.
Google DriveNotionMicrosoft SharePoint
parchment.aiworkforce.mdLive
Whole sections with heading context
MCP and REST
OKF export you can take with you
01See it work
Parchment, four screens.
Parchment · Documents
Acme_MSA_v4.pdf24 pages · dropped inReading
Sections detected5 found
1 · Term2 · Fees3 · Data4 · LiabilityAsked5 · Exit
Question
What does clause 4.2 cap our liability at?
AnswerCited
Twelve months of fees paid, excluding wilful misconduct.
Page 11 · clause 4.2
Sample workspace. Real data lives in yours.
For your team
A tool people actually open.
Ingests your files. PDFs, docs, decks and pages become structured knowledge.
Keeps the structure. Headings, tables and order survive the ingest.
Returns sections. An agent gets the section it needs, with context, not a fragment.
For your agents · 4 MCP tools
searchget_sectionlist_documentsingest_document
Connect
claude mcp add --transport http parchment https://parchment.aiworkforce.md/mcp \ --header "Authorization: Bearer aix_sk_..."
02Works with
Fits the stack you have.
Google DriveNotionMicrosoft SharePointSlack
03Specs
The details.
- Inputs
- PDF, DOCX, PPTX, Markdown, web pages
- Outputs
- Sections, citations, OKF export
- Integrations
- Google Drive, Notion, Slack
- API and MCP
- REST plus MCP server
- Access model
- Scoped read keys per agent
- Free trial
- Included on a work email
Scoped keys for agents, workspace roles for people.
Put Parchment in your workspace.
Free trial on every worker and tool · Work email