The Shift
For twenty years, every product was a screen.
No pages.
No clicks.
Nothing to instrument.
BEFORE AI AGENTS
01
Open Products
02
Navigate Pages
03
Click / Interact
04
Confirm
05
Review analytics
User
Speaks or types the requests
AI Agents
Understands, reasons, and takes action
Outcomes
Unknown - no record of success or failure
Evals
What someone anticipated before launch.
Tests your agent against cases you thought to write down. Silent on the ones nobody expected.
OBSERVABILITY
Whether the system stayed healthy.
Tells you latency, uptime, and errors looked fine. Says nothing about whether the conversation actually worked.
What's scarce
Evidence that a change actually works.
Caller :
"No - that's till not what i asked for."
Repeated frustration, 3 turns
PR opened
Merged
Caller :
"Perfect, that's exactly it, thanks."
Resolved on first turn
Understood on your own call traffic, as it happens.
Confirmed after the change goes live.
That is what we built.
Finding a problem is easy. Proving the fix worked is hard.
Tested on your own traffic before it ships. Measured after it merges.
WHAT WE do
01
Read
Every production conversation, across chat, voice and messaging.
02
Diagnose
Failures clustered by root cause and attributed to the component that caused them: prompt, retrieval, tool call, guardrail.
Prompt
Retrieval
Tool call
Grardrail
03
Test
Candidate fixes replayed against your own production traffic. Only the winner becomes a pull request, with the benchmark attached.
v1
v2
Winner
04
Verify
After the merge, we measure the success rate.
Success rate
72%
Nothing reaches production without your approval.
