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Enterprise AI agents

Agents that observe, speak and act.

Bring work back to human judgment. Agents do the reaching, the drafting, the watching — the decisions you choose to keep human stay with a person.

See how it works
Tenant-isolatedImmutable audit
How it works

The agent proposes. You decide. It's logged.

Pick a system. The agent reads the case, proposes an action backed by your own data, and a person decides before anything consequential runs. Every step lands in a record no one can alter.

tenant acme · isolated
01Observeyour stack
Pick a system
▸ pipeline review · 8 deals stalled >21d
02Proposecites its sources
Reads the pipelinemacro view · rep load
Logs the opportunity + follow-ups1 new · 5 reminders
◆ cited · sales playbook §2

Holds here until you approve

03Decidehuman-in-the-loop
Awaiting approval

Create opportunity + remind 5 reps

salesforce · pipeline Q3

Nothing runs until you decide.

04Actlogged, immutable

Waiting on 03 · Decide…

append-only · immutable
Try it: pick a system, then approve, hold, or deny.

The difference

Agents that act. Humans who decide.

Not chatbots that answer questions. Agents that finish work — end to end — inside the systems you already run. With a human at every consequential step, by your rules, not ours.

Use cases

We enter through one high-value job.

We start with one high-value job, prove the outcome, then expand across your operations.

Customer support

Agents that resolve real cases end to end — and hand off to your team when it matters.

Procurement

Purchase requests and supplier management, automated and audited end to end.

Tenders & bids

Reads the tender, drafts the response — with the rigor regulated bids demand.

Industrial operations

Maintenance and reliability on Maximo & SAP — from anomaly to approved work order.

Voice agents

Phone support, scheduling and collections that speak — and hand off when it matters.

Marketing & personalization

1:1 content and campaigns at scale, grounded on your customer data.

Data sovereignty

Built for teams that can't fail.

The posture serious enterprises need — security as an engineering trait, not a marketing line.

Your jurisdiction

Your data lives in the jurisdiction you choose — and it never trains anyone's model.

Tenant isolation

Hard boundaries per tenant. Nothing leaks across, by design.

Immutable audit

Every observation, draft and action logged — signed and unchangeable.

Fail-closed

Least privilege, human-in-the-loop, safe defaults. It stops before it guesses.

Bring work back to human judgment.

We work with a small number of enterprises in demanding sectors. If that's you, let's talk.

MaiarX — Enterprise AI agents with human approval