Built to make your AI product extraordinarily effective, Moda is the best way to understand your users.

Y
Backed by Y Combinator
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Use Cases

What people are using your AI for

Interactive demo

Other platforms show what happened. Moda shows why.

Token counts and latency charts won't tell you why a conversation failed or what made another one succeed.

Moda captures decision traces from every conversation, so you always know the why.

Other Tools
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+2,847 more to review...
Moda
Top Pattern Detected
Users asking about pricing → 73% convert when given comparison table
Success Factor
Conversations with follow-up questions have 2.4x higher satisfaction
Needs Attention
47 conversations failed due to unclear tool permissions
Moda: Actionable insightsOthers: Raw logs
Discovery

Automatic use case clustering

We cluster your conversations by semantic similarity to surface patterns you would never find manually. No tagging. No reading logs. Patterns emerge automatically.

Discovered Clusters
14%
Career Growth
6%
Email Drafting
23%
Code Review
31%
Debugging
Debug

Precedent search for faster debugging

Debugging a failed conversation? We surface similar past interactions and their outcomes. Every conversation adds to your precedent library.

Similar Patterns Found

“This pattern occurred 47 times. 34 succeeded, 13 failed. Here is what differentiated them.”

34
Succeeded
13
Failed
Replay

Session replay, but for AI agents

Replay any conversation or workflow with different inputs, prompts, tools, or models. See the impact before you deploy. No more shipping blind fixes.

Agent Replay
Ticket #7294Escalated
Customer:My account was charged twice for subscription
Tool Call:issue_refund
Allowed tools:
issue_refund
System Promptprod
You are a support agent. Resolve issues quickly.
Replay
Replaying with changes...
Applied tool changesDone
Applied prompt changesDone
Generating new response...
Replay Complete
Issue identified
Agent now verifies charges before action. Found it was a pending auth, not a double charge.
Original
Refund issued
Unnecessary $49 loss
With changes
Issue explained
Customer satisfied, no refund needed

Why this matters

Data is not the moat anymore. Decision traces are.

Moda does not just show you what happened - it captures the why behind every interaction. Your product gets smarter with every conversation while competitors are still counting tokens.

10x
Faster debugging with precedent search
100%
Conversations automatically categorized
< 1ms
Latency overhead on your AI calls

Start understanding your users.

Integration takes less than 5 minutes.

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