INFRASTRUCTURE & OPERATIONS
Can the fleet recover safely?
Review actionable detections, false alerts, recovery time, operator effort and rollback behavior.
DEPLOYMENT ON YOUR TERMS
Observe first.
Earn the right to act.
For an existing fleet, evaluation begins with visibility. Expand authority only after the technical and operational evidence supports it.
01Discover
Reconcile inventory and topology. Establish the workload, service-level objectives and operational baseline through read-only access.
GATE / AGREED BASELINE AND ACCESS SCOPE02Shadow
Evaluate detections without taking operational action. Compare findings with incident history and operator review.
GATE / DETECTION QUALITY AND FALSE ALERTS03Assist
Enable narrowly scoped actions on an opt-in pool. Operators approve recovery authority, disruption budgets and rollback paths.
GATE / SAFE RECOVERY AND SERVICE IMPACT04Expand
Use the joint technical and economic readout to decide whether to expand. Confirm support and operating boundaries for each additional pool.
GATE / MEASURED VALUE AND OPERATOR ACCEPTANCEINTEGRATION SURFACES
Work with
what is already there.
- Device & inventory
- Redfish, DCGM, AMD SMI, CMDB
- Telemetry
- OpenTelemetry, Prometheus
- Orchestration & serving
- Kubernetes, existing schedulers,
vLLM, SGLang, TensorRT-LLM - Operating systems of record
- Ticketing, identity and change control
Proposed integration surfaces. Support, adapters, hosting and runtime changes are confirmed during scoping. No scheduler replacement is assumed.
THE PILOT READOUT
Three outcomes.
One decision.
01 / RELIABILITY
Faster detection and recovery, with customer SLOs protected.
02 / EFFICIENCY
More tokens per GPU-hour at comparable latency and quality.
03 / ECONOMICS
Lower net cost per million tokens, including fees and incremental costs.
Agree thresholds before comparative testing. Use the evidence to proceed, revise or stop.
ONE SHARED READOUT
Evidence for
every stakeholder.
A successful evaluation needs a common definition of value. Align the operational, product, economic and security questions before testing starts.
PRODUCT & INFERENCE
Does the service improve?
Compare tokens per GPU-hour, time to first token and tail latency at equivalent model quality.
FINANCE & COMMERCIAL
Does the value hold?
Measure net cost per million tokens and usable capacity, including fees, demand and incremental operating costs.
SECURITY & GOVERNANCE
Are the boundaries clear?
Agree access scope, telemetry handling, action approval, audit evidence and change-control responsibilities.