AI agents for cloud & platform teams

AI agents for the platform work your team doesn't have time for.

ZephMatrix builds agents for cloud and platform operations. The first product, Agentic Cloud FinOps, investigates AWS cost waste, prepares the fix, gets approval, runs the approved action, and verifies what actually changed — daily, under governance.

Read-only AWS access to startHuman approval before infrastructure changesVerified savings, not estimates
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ZephMatrix dashboard showing AWS cost findings, investigation, and approved actions

The Problem

Platform teams are buried in follow-through

Cloud and platform teams already have alerts, dashboards, tickets, recommendations, and internal tools. The hard part is the work after something is found.

What happened? What is safe to change? What should happen next? Who needs to approve it? Was the action completed? Did the outcome actually change?

ZephMatrix turns that recurring operational work into an agent loop.

The Loop

Investigate. Prepare. Approve. Act. Verify.

Every ZephMatrix agent follows the same operating pattern: understand the issue, prepare the next step, gate sensitive work, run the approved action, and verify the result.

01

Investigate

Gather technical context, usage evidence, risk signals, and the current state.

02

Prepare

Turn the finding into a concrete next step with the evidence needed to decide.

03

Approve

Gate sensitive changes behind explicit human approval and audit history.

04

Act

Run only approved actions through controlled paths, not open-ended automation.

05

Verify

Check what changed against the original baseline so outcomes are confirmed.

Our First Product

Agentic Cloud FinOps

Most engineering teams waste 25–30% of their cloud budget. Dashboards tell you that — they don't fix it. ZephMatrix runs the full loop: detect, investigate, prepare the fix, get approval, run the approved action, and verify savings against a real baseline.

See Agentic Cloud FinOps

Why this first

Cloud cost is measurable, painful, and full of dropped follow-through.

Agentic Cloud FinOps is the first place we proved the loop because the ROI is visible and the work cuts across platform, engineering, FinOps, DevOps, and finance.

Find waste
Run approved actions
Verify savings

Where We're Headed

One agent loop, extending across platform engineering

We're built around a single pattern — an agent that investigates, prepares the next step, gets approval, runs the approved action, and verifies the result — applied to the recurring operational work that eats platform teams' time. Agentic Cloud FinOps is the first domain. We'll share what's next as it ships.

Built For

Cloud and platform teams that own the follow-through

Platform Engineering

Owns internal platforms, guardrails, and shared infrastructure.

Cloud Infrastructure

Owns AWS accounts, services, permissions, and operational controls.

DevOps & SRE

Owns reliability workflows, safe changes, and recurring operations.

FinOps & Cost Engineering

Owns waste reduction, accountability, and savings verification.

Your first findings in under 10 minutes

Connect a scoped IAM role, run the Hidden Cost Report, and see nine categories of AWS waste and savings — all before your next meeting.