The AI that
builds better AIs.

Tropir is the first autonomous LLM-Ops engineer.

Start building Book a demo

Full Pipeline Trace

See how data moves through prompts, tools, and models.

Failure Forensics

Trace any broken output to the exact step that caused it.

Self-Improving Agent

Autonomous agent that continuously iterates and optimizes your LLM pipeline.

Bottleneck Detection

Spot slow or fragile pipeline steps before they become failures.

Root-Cause to Resolution

Not just what broke—why it broke and what to fix

Tropir traces any failure back to its origin—whether it's a prompt misfire, a tool bug, retrieval mismatch, or logic flaw. You get actionable insight into the exact step that caused the issue, not just the output that surfaced it.

Token Limit Error

Processing

Response

Fix, Rerun, and Evaluate

Apply upstream changes and prove the fix worked

Once the problem is identified, Tropir lets you patch the pipeline—whether that means editing prompts, tweaking tool behavior, or adding new steps. Then it reruns the same input, runs evals, and compares old vs. new outputs to show what improved.

87%

92%

78%

64%

91%

82%

Full-Pipeline Traceability

Understand how your agent thinks, from input to output

Tropir makes it easy to follow how context, generations, and decisions propagate across multiple model calls, tools, and steps. Even complex, multi-agent pipelines stay transparent and debuggable—no more guessing what happened between hops.

“Genuinely a super valuable product for our team. If you spend a heap of time digging through AI-flow logs, being able to find answers across the entire execution is a huge time saver.”

Joel Ritossa, Co-founder of Duckie (YC W24)