Ontolith

The Fleet Console

Own every model like an ops workflow.

The Fleet Console is where an enterprise manages the models it owns, version, evaluate, promote, roll back, and monitor the whole fleet from a single pane of glass. It is the daily surface that makes “own your intelligence” tangible.

Model fleet overview

Every model, its workflow, version, deployment target (cloud, on-prem, or edge), and health. The whole fleet at a glance, with promotion and rollback one action away.

Model fleet overview Every model, version, deployment target and health

Reliability dashboard

Structured-output validity rates, tool-call accuracy, and latency per model, tracked against SLA. These are the execution-reliability metrics the company is built on, live.

Reliability dashboard Validity, tool-call accuracy and latency against SLA

Router analytics

What share of traffic your small models handled versus escalated to frontier APIs, and the money saved. The CFO screen.

Router analytics Owned vs escalated traffic and verified savings

Fine-tuning pipeline

Trace collection status, the next training run, and before/after evaluation results. Promote a new version, or roll it back, with evidence in hand.

Fine-tuning pipeline Trace collection, scheduled runs and live training progress

Passport registry

Signed lineage and evaluation evidence for every model version, exportable for auditors, regulators, and certifiers.

Passport registry Signed lineage and evaluation evidence per version

Design principle

Trust in autonomy.

Every Ontolith surface is built on three guarantees, the signature of the product in form.

A live view

You can always see what the AI is doing, in real time, across the fleet.

Proof of outcomes

Evidence, not vibes: reliability rates, evaluation results, and signed lineage for every claim.

Human override

Escalation paths and rollback are first-class controls, never buried settings.

Evaluation sandbox

See your fleet before you build it.

Evaluation sandboxes include a working console view over your pilot workflow, reliability, routing, and lineage from day one.