Pattern detection
Reads telemetry, feedback, health checks, provider usage and tool metrics to find meaningful patterns across AI systems.
Celestial Observer
Observability for agentic systems.
Infrastructure, servers, logs, metrics and tracing in one telemetry API. In the Cadisa ecosystem, every action leaves a signal operators can understand.
Command center
Requests, tools, providers and traces in one view.
Celestial Observer gives AI operations a product grade control layer for service health, runtime logs, metrics, trace replay, provider behavior, feedback and audit evidence.
- System and user dashboards with requests, tokens, latency, success rate and cost
- Trace replay linking tool calls, chat history, portal traffic and model activity
- Searchable, line limited runtime logs for incident review
Requests48.2k
Success99.4%
p95 latency1.8s
Cost / day$214
intent.analyze182ms
tool.search640ms
llm.reason720ms
response.deliver96ms
Telemetry API
From event to evidence.
The telemetry layer supports infrastructure visibility, server health, log inspection, metric rollups and transaction level tracing. Useful enough for enterprise incident review and performance tuning, careful enough never to expose secrets on dashboard surfaces.
Flight recorder
Turns one transaction into a timeline: trigger, intent analysis, tool execution, model reasoning, response and delivery status.
Audit and ownership
Surfaces authentication failures, rate limit blocks, identity mismatches and administrative changes.
Service pulse
Checks agent and crawler endpoints for response codes, latency, timeouts and sanitized errors.
Log review
Lists runtime log files and exposes searchable content for production and container style reviews.
Environment registry
Safe platform configuration, registered APIs, crawler monitors, provider settings and health state.
Metrics
System and user dashboards read aggregated requests, tokens, latency, success rate, feedback, provider usage and cost signals.
Tracing
Trace replay links telemetry events, tool calls, chat history, portal traffic and model activity through a shared transaction ID.
Inside the product
The screens operators use every day.
Make AI measurable
Stop running black box AI in production.
Bring Celestial Observer to your agents, providers and crawlers. We help you wire the telemetry.