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01 AI Trust Loop · Stage 02 — Observe

Know what your AI is doing — right now.

Track, evaluate and understand complex model and agent behaviors — along with token usage and cost efficiency.

02 What Observe does

Every prompt, response and tool call — watched and understood.

Production AI doesn’t hold still. Observe routes every interaction through a real-time control layer, turns raw activity into behavior you can reason about, and explains every verdict it reaches — no black box.

01 — Watch

Runtime observability for models and agents.

See your AI the way you see the rest of production: use-case views, session timelines, sequence diagrams of every agent tool-call, and event-level drill-downs when something needs a closer look.

Sessions view and use-case view across your estate
Sequence diagrams of agent decisions and tool calls
Event-level drill-downs for investigation
100+ AI-specific risk signals monitored in real time
02 — Understand

Explainable by design — not an LLM judging an LLM.

Verdicts come from purpose-built, deterministic classifiers, and every one can justify itself: Trace shows the actual samples, labels and relevance scores behind each decision. Auditable, non-hallucinating, and still working even when a model provider is down.

Deterministic, non-generative verdicts you can defend
Trace™ explains the “why” behind every decision
250+ intent classifications for business-intent understanding
Rapid behavior fixes — add samples, not retraining cycles
03 — Track

Token tracking and cost efficiency, in the same pane.

Behavior isn’t only about risk. Observe tracks token consumption in real time and ties it to cost efficiency across models and use cases — so the teams running AI can see drift, waste and change the moment it starts.

Live token tracking by model, agent and use case
Cost-efficiency trends over time — spot waste before the invoice
Behavior-change and drift signals feed the rest of the loop
03 Why it matters

Security you can explain to auditors, users and regulators.

100+
AI-specific risk signals — PII, prompt injection, jailbreaks, leakage, toxicity and more
250+
Intent classifications for real business-intent understanding
100%
Of verdicts traceable to the evidence that produced them
04 Next in the loop

You can see it.
Now set the rules.

With live behavior on the record, the loop moves to Govern — turning what you observe into policy that is defined, implemented and enforced.