The intelligence platform for AI workflows

When an AI workflow fails,
know what happened.

TalosRed turns your traces and logs into evidence-backed RCA assistance, so your team can investigate, decide, and move forward.

Bring traces and logs

Reconstruct the workflow

Compile the evidence

Investigate the failure

Verify what changed

Start with the telemetry you already have

Four questions separate
evidence from guesswork.

What failed in this workflow?

Reconstruct the session across model calls, tool use, retries, timeouts, and the events that changed its outcome.

What evidence supports the explanation?

Bring trace links, logs, findings, and meaningful behavioral changes into one reviewable record for the RCA.

How far did it spread?

See affected sessions, workflows, and representative failures so engineering can prioritise the response with context.

Did the fix hold?

Compare the observed behavior before and after a change, then keep watch for recurrence instead of relying on a deployment alone.

TalosRed gives engineering a shared evidence trail for the decision in front of them: investigate, fix, or keep watching.

//Evidence-backed RCA assistance

Get to a defensible answer.
Keep the reasoning visible.

TalosRed turns the records around a failure into an investigation your engineering team can inspect, challenge, and act on.

Reconstruct the failed workflow

Follow the session across model calls, tools, retries, timeouts, and logs without asking your team to recreate the incident from scratch.

Surface the evidence that matters

Connect findings, behavioral changes, and raw references so the explanation can be reviewed alongside the source material.

Assist RCA without hiding uncertainty

Separate observed facts, evidence-backed inferences, and missing context so the team knows what is established and what still needs investigation.

Investigation record
Observed workflow behaviorCited
Evidence-backed inferenceReviewed
Missing context to collectOpen
Post-fix observationTracked
Investigation resultClear next action

Intelligence your AI workflows
can be held accountable to.

TalosRed gives product and engineering teams a clear way to investigate failed behavior, understand its impact, and decide what to do next.

Built around the incident at hand.

Start with the traces and logs you already produce. TalosRed reconstructs the workflow, brings the evidence together, and helps the team make a decision they can explain.

Book a founder call
The investigation trail
The failed session
A reconstructed workflow with the events that shaped its outcome
The explanation
Trace-linked facts, evidence-backed inferences, and visible unknowns
The impact
Affected-session and workflow scope for response prioritisation
The next decision
A before-and-after comparison and recurrence watch after change

What your team takes into the RCA

Reconstructed workflow and session context
Trace-linked evidence for RCA review
Affected-session and workflow scope
Observed facts, inferences, and unknowns
Before-and-after behavior comparison
Recurrence watch after a change

Investigate an incident

Reconstruct what happened, find the affected sessions, and identify the evidence needed to act.

Verify a change

Compare behavior before and after a change, then keep watching for recurrence.

Investigate workflow drift

Find meaningful behavioral changes before they become another unexplained failure.

Explain behavior to stakeholders

Give technical and non-technical reviewers the same traceable evidence behind the decision.

Bring the failure your team
needs to explain.

We work with teams already shipping AI. Bring the traces and logs around a failure, drift, or risky change. Together, we will map the evidence your team needs for the next decision.

Best fit

  • AI product and platform teams
  • Teams with a production failure or workflow drift
  • Product changes that need a defensible decision
  • AI workflows with traces and logs available
  • Stakeholders who need a clear explanation

Data handling

  • Trace and log review
  • Workflow reconstruction
  • Evidence-backed RCA assistance
  • Post-fix behavior comparison
  • Founder-led scoping before data sharing

Start with the question your team cannot answer

A founder conversation is the fastest way to see whether TalosRed fits your incident or workflow-change process. We will start with the evidence you have and the decision you need to make.