Your data. Your company.
Your agents.
A fleet of agents that runs on the data you already have and the way you already work — and gets smarter the longer it lives inside your business.
- Slack
- Teams
- iMessage
- Web
Three moves to shared intelligence.
No pipelines, no migration project, no new tool to learn. Most teams ask their first real question on day one.

Connect
Point it at everything you run on — databases, spreadsheets, SaaS tools, PDFs. One-click OAuth or a read-only key. Your data stays in your region, under your rules.

Teach
Correct an answer once and it becomes a rule — tagged to its author, auditable, applied everywhere the data appears. Your definitions stick.

Ask
Plain English in, cited answers out — in Slack, Teams, email, or the workspace. Every number links back to its source row.
It happens by itself.
Every answer becomes a rule. Every rule sharpens the next answer. By month three, Assemble is the longest-tenured analyst your company has ever had.
22% → 87% answer accuracy in the first 12 weeks, on average.
Ask. Publish. Automate.
Questions become cited answers. Answers become living documents. Documents become agents that act.
Ask like a human. Get answered like an analyst.
Drop a question in Slack, email, or the workspace. Assemble reads the systems it's connected to, applies your rules, and replies with a cited answer — usually in under a second.
- Citations on every number, clickable back to the source row
- Follow-ups inherit context; no re-priming the model
- Share answers as live artifacts — they keep updating
Your board deck, but it writes itself.
Pin any answer as an artifact — a living document that re-runs its queries on schedule. Board decks, QBR prep, investor updates: draft once, stop redoing them.
- Charts, tables, and prose that stay in sync with the source
- Export to PDF, Notion, or Google Slides with one click
- Versioned; diff any two snapshots
Not just dashboards. Agents that pick up the pencil.
Monitoring is table stakes. Assemble agents draft memos, email customers, update records, and route approvals — inside the permission scope you give them, with a paper trail on every action.
- Scoped permissions — what each agent may read and write
- Human-in-the-loop or fully autonomous, per agent
- Every action reversible; every action audited
Plug in everything you run on.
Ingested once, versioned, deduplicated at the row level, and re-queryable by any agent. No pipelines. No data team.
24 native integrations · 400+ more via MCP
- Postgres2.8M rows
- MySQL1.1M rows
- Snowflake14.2M rows
- BigQuery9.4M rows
- RedshiftAvailable
- ClickHouseAvailable
- CSV / Excel842 files
- PDF318 docs
- Notion1,204 pages
- Google Drive2,880 files
- ConfluenceAvailable
- SharePointAvailable
- Salesforce41k records
- HubSpot18k contacts
- Stripe112k events
- Zendesk8.2k tickets
- Linear3.1k issues
- SlackAvailable
- MCP servers14 active
- REST APIsLive
- GraphQLAvailable
- WebhooksLive
- SFTPAvailable
- S3 / GCS1.4 TB
A team of agents, not a single assistant.
Each one scoped to a domain, trained on your rules, and wired only into the systems it's allowed to touch. Some monitor. Some act. All of them augment your people.
Built for the compliance review, not just the demo.
Your data never trains a shared model. Every agent runs in a permission scope you control. Everything an agent touches leaves a diff.
Your company has an operating brain.
It just doesn't know it yet.
20-minute walkthrough. Bring one question you asked your last board meeting — we'll answer it live, with sources.



