Your product has users you can't see.

AI agents are already using your product — running multi-step journeys, retrying, giving up. Every analytics tool you own is blind to them. Remez is product analytics for agent experience: see what agents are trying to do in your product, and exactly where they fail.

Any agentic API · connect OpenTelemetry
remez
Agent journeys — last 7 days
1,043 sessions · clustered into 6 journeys
Enrich CRM contacts with our data
lookup → enrich → salesforce.write
356
38%
Reconcile open invoices
list_invoices → match_payment
412
84%
Sync usage to the warehouse
query_usage → snowflake.load
224
73%
Build a monitoring alert
create_metric → set_threshold
168
29%
The hint: 142 agents enriching CRM contacts stall at the handoff to Salesforce — your records don't return an email, so the match silently fails. That's the 38%.
The blind spot

You have analytics for humans. Agents fly blind.

Amplitude, Pendo, session replay — all built for people with cursors. None of them can tell you what agents are actually trying to do in your product, or that a third of the ones running a real journey this week gave up halfway through. Agents don't rage-quit loudly or file a ticket. They just fail quietly, and your product looks fine from every dashboard you own.

How it works

Cluster the sessions. Find the pattern.

Connect OpenTelemetry from any agentic API — MCP server, tool endpoints, your own agent loop. Remez reads the traces across every tool a journey touches and turns raw sessions into intent you can act on.

Cluster the sessions

Remez groups thousands of agent sessions into the real journeys they run — journeys that often chain across several tools and systems you own, so you see intent over a whole session, not a single tool call.

Find the pattern

Across all that usage, Remez surfaces the recurring patterns — where agents loop, retry, and abandon — and the specific reason a journey breaks.

Simulate before you ship

Remez runs simulated agents against your API to reproduce the failures real users would hit — so you catch them before they cost you a customer.

Who it's for

Built for teams shipping agent-facing products.

Agentic APIs MCP servers Tool & function calls Agent-facing products Product teams, not just infra

Stop guessing why agents fail.

See what agents are trying to do in your product — and fix it before they give up.

Book a demo
Get in touch

Not ready for a demo?

Tell us what agents are doing to your product and we'll tell you what we'd look at first. No pitch.

Or just email hello@remez.dev