AI-agent observability and evals · Verdict-first · Works with OpenTelemetry

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

Agentic Forward Deployed Observability

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. One agent is enough. Verdicts once you've said what success means and enough labeled runs have built a baseline. Until then, Morse tells you it can't judge yet.

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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 confirmed outcome divides all spend, retries included, by those outcomes

    See the sample brief →

Weekly ranked brief

Which agents need attention first and what to inspect next.

Docs ↗

Cost per confirmed successful outcome

All spend, including failed runs and retries, divided by confirmed successful outcomes. Coverage and the outcome unit are shown beside the number.

Docs ↗

It says when it can't tell

Too few labeled outcomes, or not enough history yet? Morse shows “Too few labels” or “Baseline forming”, not a guessed verdict, and an investigation says “Needs review” when it can't form a confident hypothesis. Cost and traces work from day one.

Docs ↗

Also built in: failures to test cases in one click, regression comparisons with real statistics, context-window profiling, composite AI + infra alerts, business-metric SLOs, memory on/off comparison, tool-cost accounting, a copilot (Beta) and an MCP endpoint that is read-only by default. 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. One agent is enough. Verdicts once you've said what success means and enough labeled runs have built a baseline. Until then, Morse tells you it can't judge yet.

  1. 1

    Instrument

    Add the SDK — Python or TypeScript — or point an OpenTelemetry exporter at Morse. Typed agent, LLM and tool spans start flowing (HTTP and database spans with SDK 0.7.0); 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
    fare-reconciliation-agent
    Fares reconciled
    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. fare-reconciliation-agent45.2% · -8.1 ptsNeeds attention
    2. triage-agent78.8% · -11.8 ptsNeeds attention
    3. seat-booking-agent96.5% · +7.4 ptsNeeds attention

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

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

Forward deployed

Forward deployed into your business

Every team's agents succeed at something different — a ticket resolved, a meeting booked, a report accepted. So Morse comes to you. We learn what success means in your business and fit the brief, the alerts and the next steps to how you work. Today our founding team does that work alongside Morse's own agents. Over time, Morse's agents take it on — and a person confirms every change.

Request a founder-reviewed brief →

Roadmap

Never stop building

Morse is a membership that keeps growing. New capabilities show up inside the weekly brief you already get — no new product to adopt.

Live

  • Weekly ranked brief

    Which agent needs attention, why, and what to do next.

  • Honest verdicts

    Says “Too few labels” or “Baseline forming” instead of guessing.

  • Decision loop

    Record what you decided; Morse tells you when to check the result.

  • Alerts and budgets

    Anomaly alerts to Slack, PagerDuty, email or webhook.

  • Ask Morse (Beta)

    Plain-English questions about your agents.

  • MCP

    Your coding agent reads Morse's verdicts.

In development

  • Voice conversation

    Ask Morse out loud and hear the answer.

  • Custom reports

    Reports Morse writes for your own customers.

Next

  • Custom views

    Views shaped to how your team works.

  • @Morse in Slack, Claude and ChatGPT

    Ask Morse wherever your team already talks.

  • Custom actions

    Morse proposes the next step; a person approves it.

  • Forward-deployed agents

    Morse's agents fit Morse to your business.

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 two business days 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?

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