ZephMatrix builds AI agents for cloud and platform operations. Agentic Cloud FinOps is ZephMatrix’s first product for cloud and platform operations. It connects to AWS, investigates hidden cost signals, prepares fixes, gets approval, runs approved actions, and verifies savings against a pre-action baseline. It is not a cost dashboard — it does the work that happens after a dashboard surfaces a finding.

What is Agentic Cloud FinOps?

Agentic Cloud FinOps is the practice of using an AI agent to continuously run the cloud cost operations loop — detect waste, investigate the cause, prepare the fix, get approval, run the approved action, and verify the result — rather than relying on humans to work through dashboard findings manually. The core idea is that cloud waste is not a visibility problem; it is an execution problem.

What cost categories does ZephMatrix cover?

Nine AWS cost signal categories: idle and orphaned waste (EBS volumes, snapshots, load balancers, RDS instances, NAT gateways, unused Elastic IPs), EC2 and compute rightsizing, Savings Plans and Reserved Instance gaps, billing anomalies, network and data transfer hotspots, CloudWatch observability cost, managed service spend (OpenSearch, ElastiCache, Redshift), container platform cost (EKS, ECS, Fargate), and commitment utilization. All nine feed into the Hidden Cost Report and the daily agent investigation loop.

Does it work across multiple AWS accounts?

Yes. ZephMatrix connects via a scoped cross-account IAM role and runs investigations across all linked accounts in a single loop. The Hidden Cost Report and the daily agent workflows operate across your full AWS estate — not just a single account. Most teams start by connecting their largest account and add others from the same dashboard.

How is this different from cloud cost dashboards like AWS Cost Explorer or Vantage?

Dashboards surface findings. ZephMatrix investigates them — adds evidence, safety classification, and a prepared next step. Your team acts, or you approve ZephMatrix to act. Every outcome is verified and tied back to the original finding. ZephMatrix is purpose-built for teams that have already identified cloud cost as a problem but do not have a dedicated FinOps team to work findings manually.

Does ZephMatrix automatically change infrastructure?

No action executes without explicit human approval. The agent investigates, builds a case, and presents an inline approval card — the operator approves before anything in AWS changes. Supported actions span two categories: infrastructure changes (EC2 stop/start, EBS volume and snapshot deletion, Elastic IP release) and low-risk optimizations (EBS gp2→gp3, CloudWatch log retention, S3 lifecycle policy, ECR image cleanup). The second category has minimal blast radius — no data loss, no downtime — making it safe to approve without deep review. Production, ASG-managed, and IaC-managed resources are excluded from the approval queue entirely.

How does AWS integration work?

You create a scoped cross-account IAM role in your AWS account and paste the ARN into ZephMatrix. The role grants read access to cost, inventory, tags, metrics, and optimization signals — nothing broader. Setup takes under ten minutes. The Hidden Cost Report runs immediately after connection, and the daily agent loop starts from the same credentials.

Does ZephMatrix support Azure or Google Cloud?

ZephMatrix currently supports AWS. Azure and GCP support are on the roadmap. The Hidden Cost Report, daily investigation loop, and governed execution workflows are all AWS-native today.

How much does ZephMatrix cost?

The Hidden Cost Report is free on the Discovery plan — connect AWS and get a full report with no credit card required. Paid plans are organized by AWS spend under management: Operator for focused environments, Team for larger multi-account teams, Scale for org-wide governance, and Enterprise for custom operating models.

Agentic Cloud FinOps

Cloud waste isn't a visibility problem. It's an execution problem.

Most engineering teams waste 25–30% of their cloud budget. Top FinOps teams stay under 8%. The gap isn't visibility — it's execution. ZephMatrix investigates AWS waste, prepares the fix, gets approval, runs the approved action, and verifies what changed.

Run your Hidden Cost Report See how the agent loop works

Read-only AWS access to startHuman approval before infrastructure changesVerified savings, not estimates

app.zephmatrix.ai

ZephMatrix Cloud FinOps dashboard — cases, agent investigation, and approval-gated actions

AWS cost signal categories

<0 min

to connect and get your first report

investigation stages, fully automated

of infrastructure actions human-gated

Hidden Cost Report

A concrete report your champion can forward.

The first product moment is not another dashboard. It is a shareable AWS cost report with evidence, impact, ownership context, and the next action for each finding.

See the report workflow Read the checklist

Sample report

Top hidden-cost findings

AWS scan

Stale AMIs and backing snapshots

EC2 / EBS snapshots | prod-tools / us-east-1

$420/mo estimated waste

Confidence

High confidence

Why flagged

Images are older than the retention window and no active launch template references them.

Next action: Route cleanup approval to platform owner.

NAT gateway traffic hotspot

VPC NAT Gateway | shared-network / us-west-2

$1,180/mo network tax

Confidence

Medium confidence

Why flagged

High 30-day processed bytes with traffic patterns that may fit VPC endpoint review.

Next action: Open architecture review with networking owner.

CloudWatch log ingestion spike

CloudWatch Logs | payments / eu-west-1

$690/mo recent increase

Confidence

Medium confidence

Why flagged

Log ingestion cost increased faster than workload spend and lacks a retention owner.

Next action: Route retention and sampling review to service team.

Beyond the sample findings

Full-spectrum AWS cost intelligence

ZephMatrix analyzes spend, utilization, inventory, ownership, and commitment signals across your AWS estate to surface hidden savings opportunities and turn the highest-impact findings into governed action.

Resource hygiene

Finds waste created by old infrastructure, decommissioning gaps, and unclear ownership.

Storage and images

EBS volumes, snapshots, AMIs, backup leftovers

Idle infrastructure

EC2, RDS, load balancers, NAT gateways, Elastic IPs

Rightsizing waste

EC2, RDS, Lambda, ECS, Fargate, Compute Optimizer signals

Usage and architecture

Explains spend patterns that usually need engineering review, not blind deletion.

Network and NAT tax

NAT gateways, cross-AZ traffic, VPC routing patterns

Data transfer hotspots

Inter-region, internet egress, service transfer, usage-type deltas

Observability cost

CloudWatch ingestion, storage growth, retention risk

Financial control

Connects cost movement to commitments, service concentration, and anomaly drivers.

Commitment coverage

Savings Plans, Reserved Instances, expiring commitments

Managed service concentration

OpenSearch, ElastiCache, Redshift, EKS, ECS, Fargate

Spend-change drivers

AWS Cost Anomaly Detection, service, region, and usage-type deltas

Agentic Cost Accountability

Most FinOps tools surface findings. ZephMatrix works them.

Dashboards show that spend changed. ZephMatrix runs the loop after that.

What most tools leave behind

They stop at dashboards, recommendations, or anomaly lists.
They leave investigation, fix preparation, approval chasing, and execution to engineers.
They surface alerts without enough owner, safety, or resource context to act on.
Estimated savings stay estimates — with no evidence of what actually changed.

What ZephMatrix does instead

Daily agent loop runs without manual spreadsheet work — investigation, fix preparation, and case assembly handled automatically.
Every high-value finding becomes a prepared action with evidence, risk classification, and a clear approval path.
Every execution action — infrastructure changes and low-risk optimizations alike — requires explicit human approval before anything in AWS changes.
Approved actions can be executed through governed action paths instead of staying as recommendations.
Savings verified against a pre-action baseline — confirmed, not estimated.

Cost Explorer shows spend. ZephMatrix finds hidden cost evidence, prepares fixes, gates action, runs approved actions, and verifies outcomes.

Compare with Cost Explorer Cost investigation Waste cleanup

How The Product Works

Detect. Investigate. Act. Verify.

Four stages. Each one is automated, governed, and traceable. The loop runs daily without anyone checking a dashboard.

Detect

Nine AWS cost signal categories in one scan

Waste, rightsizing, commitment gaps, anomalies, network, data transfer, observability, managed services, and containers
On-demand or scheduled — produces a shareable executive cost report

Investigate

Agent enriches the highest-value finding daily

Owner attribution, safety classification, and utilization context — added automatically, no engineer required
Autonomous investigation workflows: EC2 stop candidate review, waste cleanup routing, anomaly investigation

Act

Your team acts, or you approve ZephMatrix to execute — every change is gated

Approval-gated infrastructure actions: EC2 stop, EBS volume and snapshot deletion, Elastic IP release — each requires explicit human approval
Approval-gated low-risk optimizations: gp2→gp3, CloudWatch retention, S3 lifecycle, ECR cleanup — minimal blast radius, safe to approve without deep review

Verify

Savings confirmed against baseline — not estimated

Baseline captured before execution, rechecked after — savings confirmed or flagged
Full audit trail: finding → case → approval → outcome

Detect

Nine AWS cost signal categories in one scan

Waste, rightsizing, commitment gaps, anomalies, network, data transfer, observability, managed services, and containers
On-demand or scheduled — produces a shareable executive cost report

Investigate

Agent enriches the highest-value finding daily

Owner attribution, safety classification, and utilization context — added automatically, no engineer required
Autonomous investigation workflows: EC2 stop candidate review, waste cleanup routing, anomaly investigation

Act

Your team acts, or you approve ZephMatrix to execute — every change is gated

Approval-gated infrastructure actions: EC2 stop, EBS volume and snapshot deletion, Elastic IP release — each requires explicit human approval
Approval-gated low-risk optimizations: gp2→gp3, CloudWatch retention, S3 lifecycle, ECR cleanup — minimal blast radius, safe to approve without deep review

Verify

Savings confirmed against baseline — not estimated

Baseline captured before execution, rechecked after — savings confirmed or flagged
Full audit trail: finding → case → approval → outcome

Connect AWS and start the loop Review safety controls

Built for teams that own cloud costs

DevOps & Platform EngineeringCloud InfrastructureEngineering LeadershipFinOps & Cost Engineering

Cost accountability layer

Savings claims need evidence

ZephMatrix is built to show the investigation, safety decision, approved action, and verified outcome behind each cloud cost action.

Investigation trail, not just findings

Every case shows its raw evidence — spend data, resource state, ownership context, and safety classification — not just a recommendation.

Approval on record

Every infrastructure action requires explicit human approval before execution, with the approver identity and timestamp permanently recorded.

Confirmed savings, not projected

A spend baseline is captured before execution and rechecked after. The outcome is a confirmed number tied to the originating case — not an estimate.

Governance & Security

Read-first by default. Human-gated for sensitive actions.

The agent starts with read-scoped access. Every execution action — including low-risk optimizations — requires explicit human approval before anything in AWS changes. All actions are traceable back to the originating finding.

Scoped AWS connection with explicit cost, inventory, tag, and metric permissions

No access to application data, secrets, or storage object contents — AWS cost data, resource inventory, tags, and utilization metrics only

Three-state safety classification before any action is routed: safe_to_schedule, needs_owner_review, or do_not_touch

Every execution action requires explicit human approval — production, ASG-managed, and IaC resources are excluded from the approval queue entirely

Review security brief

Frequently asked questions

Practical answers on AWS cost coverage, the daily agent loop, safety controls, approved actions, and verified savings.

What is ZephMatrix?
What is Agentic Cloud FinOps?
What cost categories does ZephMatrix cover?
Does it work across multiple AWS accounts?
How is this different from cloud cost dashboards like AWS Cost Explorer or Vantage?
Does ZephMatrix automatically change infrastructure?
How does AWS integration work?
Does ZephMatrix support Azure or Google Cloud?
How much does ZephMatrix cost?

More details: Documentation, Support, Contact.

Ready to start

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.

Run your Hidden Cost Report Talk to the team

Read-only access to startNo infrastructure changes without approval