Five capabilities. One control plane.
Metergrade connects to the AI infrastructure you already run, measures what every workload costs, and validates every change before it ships. Each capability produces evidence the next one uses.
See what every workload actually costs.
Metergrade connects to the AI infrastructure you already run and establishes a workload-level economic baseline: applications, models, departments, latency, tokens, cost.
Nothing new sits in your request path. Telemetry comes from the gateway your platform team already operates.
BASELINE ESTABLISHED · WORKLOAD GROUP 07 · 0.0241 / REQ · P95 1,840 MS
Find the configurations that waste money.
Metergrade detects inefficient model choices, excessive context, output waste, retries, caching opportunities and routing issues across the estate.
Every finding is tied to a specific workload and a measured delta — not a general recommendation.
SEVEN WORKLOADS ARE OPERATING ABOVE THEIR VALIDATED COST RANGE.
Every competitor can show you a number. Metergrade returns a verdict.
Each proposed change is tested against your own quality, latency and reliability requirements before anything moves.
The result is PASS, FAIL or INCONCLUSIVE — never a blind cheapest-configuration recommendation. If the evidence is not sufficient, Metergrade says so.
C-118 · PASS · −38.0% COST · QUALITY 0.872 ≥ FLOOR 0.845
Ship the change through the controls you already trust.
Validated improvements become cloud-native configuration: APIM policies, Bicep, Terraform, routing rules.
Changes deploy through your existing pipeline and your existing approvals. Metergrade produces the artifact; your controls remain the gate.
EMITTED · APIM POLICY · BICEP MODULE · CHANGE MG-84A2-7721
Optimization is not a project. It is a property of the estate.
After deployment, Metergrade continuously measures cost, quality, drift, policy compliance and realized savings.
When a workload moves outside its validated range, the deviation is visible immediately — with the evidence attached.
REALIZED SAVINGS 31.8% · DRIFT 0 · POLICY COMPLIANCE 100%