AI-agent observability and evals · Verdict-first · OTLP-native

Know which agents are getting better — and which are just getting expensive.

A ranked performance brief for your agents — outcomes, cost, and quality kept separate, evidence one click away. Every week, in your dashboard — with verdicts once labeled telemetry has built a baseline.

Private beta · invite-only · launching Q4 2026

Cost and traces from your first instrumented run. Ranked verdicts once you've mapped success and sufficient labeled telemetry has formed a baseline.

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Demo org · illustrative data · tap to enlarge

Step 1/6 Your weekly ranked brief: which agents need attention, and why.

Agents run the work. People own the outcome. Morse is the brief in between.

Built for teams where agents do real work in production and a person still answers for it.

  • Agents in production, doing work your customers depend on.
  • One person who defines success and confirms it.
  • A weekly brief neither of them wrote.
We don't train on your dataEvery figure shows its coverageThin evidence is withheld, not guessedHow Morse stays honest →

The gap

Spend, traces, and evals each know a third of the story.

Today

Your AI bill is climbing. Are your agents getting better?

You built agents that qualify leads, summarize documents, route support tickets. They run. But are they getting cheaper, better, or quietly worse?

Model consoles show spend. Traces show executions. Eval results show sampled behavior. Deciding which production agent needs attention takes a read across those signals.

With Morse

Performance brief first. Traces on demand.

  1. One ranked list, not three tabs. Outcomes, spend, and sampled quality are read together to say which agent to look at first.
  2. Success is what you define. Rates are judged on outcomes you've labeled — a clean trace doesn't count as a win.
  3. Coverage stays visible. See how many outcomes are labeled and where a verdict is still forming.
  4. Separate lanes, no fused score. Each signal keeps its own coverage, so you can see what moved and why it ranked.

See the ranked brief and the evidence behind each decision. Why Morse ↓

Why Morse

Traces show the detail. Morse tells you where to look.

Start with which agent needs attention, then open its traces to verify the evidence. Here is how Morse helps with the questions behind that decision.

  • Your task: Decide which agent to inspect first

    One ranked brief for your agents, with the evidence behind each line

    See the sample brief →
  • Your task: Judge whether there is enough evidence for a verdict

    Coverage beside each verdict; the verdict is withheld when labeled outcomes are too few

    See a withheld row →
  • Your task: Find which part of the context window is growing

    SDK-segmented context sources show what is growing, with best-effort attribution to the likely tool result

    Docs ↗
  • Your task: Check whether infrastructure evidence reached the trace

    DB and HTTP spans and logs joined into the agent trace when your propagation carries them — and a verdict on why they're missing when it doesn't

    Docs ↗
  • Your task: Confirm that a run delivered the intended outcome

    Success is the outcome you define and confirm; cost per success uses only spend on those successful runs

    See the sample brief →

Weekly ranked brief

Which agents need attention first and what to inspect next.

Docs ↗

Cost per confirmed successful outcome

Spend on confirmed successful runs divided by those successes, with coverage shown. Failed and unknown outcomes stay separate.

Docs ↗

A verdict that refuses

Neutral while a baseline forms, withheld when evidence is too thin, and “Needs review” when an investigation cannot form a confident hypothesis.

Docs ↗

Also built in: failures to test cases in one click, regression comparisons with real statistics, a first-pass investigation on every alert, context-window profiling, composite AI + infra alerts, business-metric SLOs, memory on/off comparison, tool-cost accounting, a copilot and a read-only MCP endpoint. All features →

Private beta · invite-only · launching Q4 2026

Connect Morse

Three steps from first trace to first brief.

Cost and traces from your first instrumented run. Ranked verdicts once you've mapped success and sufficient labeled telemetry has formed a baseline.

  1. 1

    Instrument

    Add the SDK — Python or TypeScript — or point an OpenTelemetry exporter at Morse. Typed agent, LLM, tool, HTTP, and database spans start flowing; telemetry batches asynchronously and never blocks the request.

    AnthropicVercel AI SDKOpenAI AgentsLangGraphLangChainor plain OTLP
    pip install morse-ai
    import morse_ai
    
    # One line — reads MORSE_API_KEY from your environment
    morse_ai.init()
    
    # Cost, quality, and traces appear as your agent runs

    Invites arrive by email during private beta. Generate your API key during onboarding. No credit card, now or at launch.

  2. 2

    Map success

    Tell Morse what a successful run is for each agent. Outcomes can be labeled from your code, confirmed in the UI, or both. This is the step the brief is built on.

    From your codeConfirmed in the UI
    booking-agent
    Booking confirmed
    data-extractor
    Extraction passed validation
    support-triage
    Ticket in the right queue
    with morse_ai.run("support-triage"):
        ticket = route(request)
        morse_ai.set_outcome(
            success=ticket.routed_ok,
            outcome="routed",
        )

    TypeScript: morse.setOutcome(). Unlabeled runs stay unknown — never counted as failures. Until enough runs are labeled, the brief shows coverage instead of a success rate.

  3. 3

    Read your first brief

    Start with the ranked list. While labeled telemetry builds a baseline, verdicts stay neutral or withheld. Open a trace to check the evidence; compare weekly briefs once there is enough history to judge whether a change helped.

    Demo org · illustrative data

    1. data-extractor45.2% · -8.1 ptsNeeds attention
    2. code-reviewer72.4% · +0.0 ptsWorth watching
    3. triage-agent79.4% · -11.9 ptsWorth watching

Ask from your editor over MCP — read-only, org-scoped.

SlackPagerDutyEmailIn-app
Building on Claude? See how Morse instruments the Anthropic SDK — streaming, tool use, cache tokens, memory →

Pricing at launch — Free: $0 · 5 agents · about 12,000 agent runs a month · 30-day retention · no credit card. Plans from $29/month.

Full pricing →

Private beta

Join the waitlist

Your name and work email are all it takes. We'll tell you the day it opens.

We're working with a small number of design partners. If you run agents in production and want a founder-reviewed performance brief, say so when you join the waitlist.

The founder reviews and delivers your performance brief within 48 hours after you map a success signal and supply sufficient telemetry.

Request a founder-reviewed brief
What brings you here?

We use this only to reply and to tell you when Morse opens. No newsletter, no reselling.

A founder-reviewed brief

Tell us about the agents you run. The founder reads every answer.

Agents in production
Monthly agent runs
Do you have a business outcome you could label as success?

0/300