Deploy a fleet of specialized AI agents that learns from your business—and helps run it.
MatrixShift connects to your systems, learns from reviewed business context, and keeps your team in control of what matters.
From request to completed work
One thread, re-created from our working prototype: a colleague asks, the agent works in the open — and nothing external happens until you click Approve.
Channel · Slack
#ap-invoices
Small teams can access powerful AI — and still struggle to put it to work across the business.
Company context is scattered across documents, conversations, business systems, SOPs, and team knowledge. Teams rebuild context for each task, use AI for isolated pieces of work, and never accumulate shared operational memory.
How it works
Connect
Connect the systems your business already runs on — with permissions you grant tool by tool.
Describe
Describe the work in plain language: goals, guardrails, and who approves what.
Deploy
Deploy specialized agents from templates — each passes a readiness check with a human gate before it goes live.
Approve
Approve consequential actions before they happen. Nothing external moves without a person.
Learn
Reviewed decisions and corrections become shared operational memory — and every change to how your agents work is approved and reversible.
Your team stays in control
- Approval comes first. Before anything external happens — sending, posting, publishing, destructive writes — the action waits for a person.
- Review comes after. Finished work comes back as decisions — accept them, or request changes.
- Everything leaves a trace. Every run keeps a decision-level record — Changed, Skipped, Drafted — each entry carrying its evidence.
From the prototype — a decision trace as your team sees it.
Between your team and the tools you already use
Your team
People set goals, grant permissions, and stay the approvers of record.
A fleet of specialized agents
Each with its own context, knowledge, and permissions — coordinating around shared objectives.
The tools you already use
Work happens inside your existing systems — not in yet another inbox.