Detect + recommend / connected

See the whole agent run. Fix the part that matters.

Logs tell you what happened. Signals connects the run, surfaces the expensive or unreliable span, and carries a concrete recommendation back to the developer — six analysis agents behind the loop, detailed on the Agents page, feeding the production quality signal on Evaluations.

DetectCost + trace

RecommendSix agents

OutputActionable

StatusPlanned · in development

From fragmented telemetry to one operational account.

The comparison is against common observability gaps, not named competitors. Capabilities remain clearly separated into what exists now and what the product roadmap targets.

01 / collect

Keep the telemetry you already emit

The architecture starts with OpenTelemetry so traces, cost, and latency remain portable rather than trapped behind a proprietary agent wrapper.

Current: architecture and public specification

02 / detect

Read the run as a system

Planned analysis connects model calls, tools, retries, cost, latency, and outcomes under a stable run identity — the six agents behind this loop are detailed on the Agents page.

Planned: ingestion and analysis runtime

03 / recommend

Move the answer into the workflow

Recommendations land in the Console, notifications, and MCP-compatible tools — not another dashboard developers must remember to watch. The quality signal that grades them closes the loop on Evaluations.

Planned: Console, notifications, and MCP