One context layer. For you and your team.
Terum observes how your team actually works across every tool, then routes the right context to the right person or AI agent. No prompts to write, no agents to build, no docs to maintain.
Every AI tool on your team is individually smart, and collectively ignorant.
Your team already coordinates across Slack, Cursor, Linear, Notion, and four different AI providers. Every one of them starts from zero. Your people are the integration layer.
Individually smart, collectively ignorant
Every AI tool on your team starts from zero. The agent in Cursor doesn't know what was decided in Slack. The one drafting an email doesn't know the constraints from yesterday's Claude session.
Your team is the integration layer
Re-explaining project context in standups. Searching for decisions someone already made. Watching two people solve the same problem without knowing. Five hours per person per week, lost.
The wiki nobody updates
Documentation always lags behind reality. Decisions made in Slack last week never make it into Notion. The "how we do things" lives in the team's heads — and walks out the door with whoever leaves.
We met at Harvard. In our separate medical imaging research labs — before we even knew each other — we hit the same problem. Teams tripping over each other's work. Hundreds of hours lost just keeping everyone's work in sync.
Then we started building a company together and hit it a third time. Even with just two people, we were losing hours a week to context friction. At some point we couldn't keep ignoring it.
Context flows from the bottom up.
One pipeline, built from everyone's work up
Each teammate sets up once. Terum observes their work, combines it with everyone else's, and delivers context to the teammate or AI agent who needs it next. No instruction-writing, no agent-building, no docs.
Observe
MCP, browser extension, and native OS integration. Runs in the background for each team member. Raw data stays on-device.
Structure
Raw activity becomes structured context: skills, preferences, workflows, decisions, solutions — per person and across the team.
Deliver
Structured context delivered to any platform — and to the right teammate or AI agent when they need it. No manual prompting.
What delivery actually looks like
Same prompt, completely different output. You don't do anything differently — and team context flows in automatically.
For you. For your team. For your AI.
When Marcus asks Claude for help, the agent inherits Marcus's context. When the team asks "what's our approach to X?", it inherits the team's. Scope is automatic — no one writes instructions, no one wires up data sources.
Terum spots what to automate. n8n runs it.
When Terum sees the same three-step sequence after every code review, it surfaces an n8n workflow and asks if you want to turn it on. Detection lives in Terum; execution lives in the automation tools your team already uses.
Four pieces that change how your team works
Cross-person delivery
When Sarah figures something out, Marcus gets it in his Cursor session — before he asks. Context routes itself to the teammate or AI agent who needs it.
Team memory
Decisions, conventions, and solutions composed from each person's context. Survives turnover. Stays current. No one has to write it down.
Privacy-first architecture
Raw data is processed locally on each teammate's device. Only structured context syncs. Each person controls what reaches the team layer.
Admin controls + audit
Per-person sharing controls. Team-wide audit log. Every access logged. Revoke any integration in one click.
Memory exists everywhere. No one captures how your team actually works.
| Axis | Dust | Savant | Pulse / Model Memory | Terum |
|---|---|---|---|---|
| Target | Enterprise (3,000+ orgs) | Team / enterprise | Individual | Small team (2–50) |
| Agent creation | Manual no-code builder | API after extraction | Single provider only | Automatic from team behavior |
| Context capture | Connected data sources | Top-down extraction | Chat history (one app) | Passive observation across tools |
| Proactive delivery | ✕ Search-pull | ✕ Queryable | ~ Personal briefing | ✓ Right person, right tool |
| Team coordination | Via agent fleet design | Via shared operating context | ✕ | Native cross-person flows |
| Automation | Agent-executed actions | Decision-time serving | Personal tasks | Pattern-detected, n8n-executed |
| Setup effort | Hours to days per agent | Weeks of onboarding | Zero | Minutes (browser ext) |
Dust orchestrates agents. Savant extracts knowledge. Terum just watches your team work.
Free for individuals. Priced per teammate.
No credit card required. No trials that expire.
Free
Your own context, across the AI tools you already use.
- Browser extension
- Up to 3 connected sources
- Weekly context sync
- Basic knowledge graph
Pro
Live sync, native app, and personal AI agent context via MCP.
- Everything in Free
- Unlimited sources + real-time sync
- Native desktop app
- Personal AI agent context (MCP)
- Proactive suggestions
- Audit log
Studio
For solo founders, consultants, and researchers running heavy AI workflows.
- Everything in Pro
- Client / project compartments
- Unlimited automations
- Custom MCP server connections
- Priority sync + processing
- Beta features access
Squad
For small teams getting started with shared context.
- Team context coordination
- Shared team memory
- Up to 3 connected sources per teammate
- 14-day team flow history
- Email support
Team
Coordinate context across your team and every AI tool they use.
- Everything in Squad, plus
- Unlimited sources + real-time sync
- Native desktop app per teammate
- Proactive cross-person delivery
- Team-scoped AI agent context (MCP)
- Duplicate work detection
- Admin controls + team audit log
Business
For larger teams needing SSO, API access, and pattern-detected automation.
- Everything in Team
- SSO / SAML
- API access
- Custom MCP server connections
- Pattern-detected automation (n8n)
- Priority support
- SOC 2 attestation
Enterprise
For organizations with on-prem, compliance, or contract requirements beyond Business.
- Everything in Business
- On-premise / VPC deployment
- Dedicated infrastructure
- SCIM provisioning
- SLA + dedicated CSM
- Custom contracts + annual billing
Common questions
Terum observes your AI conversations, documents, code sessions, and tool usage. It extracts skills, preferences, topics, and workflow patterns, then structures them into a knowledge graph. Raw data is processed locally on each person's device. Only structured context syncs. On team plans, each person controls what they share to the team layer.
ChatGPT's memory only works inside ChatGPT, for one person. If you switch to Claude, Cursor, or Gemini, you start from zero again. Terum captures context from all your tools and coordinates it across your whole team and every AI tool they use, so every platform already knows how the team works.
Dust is an AI agent orchestration platform — powerful, but someone on your team has to build each agent, write its instructions, and connect its data sources. A 5-person startup doesn't have an AI operator.
Savant captures your team's documented and undocumented knowledge — but someone still has to identify what's worth capturing. The unwritten rules wait until someone notices them.
Terum watches how your team actually works — across every tool — and learns the patterns, decisions, and conventions on its own. When an agent needs the team's context, Terum hands over everything it has already learned.
No agent-building. No knowledge extraction. Nothing to write down.
No. Team leads see team-level analytics — knowledge flow patterns, coordination metrics — but never individual raw activity. You control what you share to the team layer. Every access is logged in your audit trail.
Never. Terum is funded entirely by user subscriptions. There is no advertising, no data brokering, and no third-party access to your context. Every query to your data is logged, and you can revoke any integration's access in one click.
No. Terum is the context layer that makes every AI tool on your team smarter — regardless of provider. The browser extension works with any web-based AI tool today. A native desktop app is coming for Cursor, Figma, and VS Code. AI-native tools can connect directly via MCP. Your team's knowledge is never locked into one provider's memory.