Starting with independent auto repair in the East Bay
The trust layer for the physical economy, built for agents.
Agents don’t read stars. They need to know whether a shop will pick up, quote, and honor the quote, as a number they can act on. Noren answers with calibrated predictions, places the call, and checks what happened.
Stars were built for eyeballs.
4.2 (312)
An average of opinions. Nothing about the job at hand, no way to check it, no deadline.
Honors the quote 87%n 23.4 · 80% interval 79–93%
A measured commitment with a calibrated probability, its sample size, and the evidence behind it.
As agents do more of the choosing, the reader of the star rating disappears. What replaces it isn’t a better opinion. It’s a prediction that comes due.
Ask, act, resolve.
Ask
The agent sends a job spec. Noren returns nearby shops ranked by what they’re likely to do. Every probability carries its n and an interval.
Act
call_business(id, intent): Noren’s voice agent phones the shop to get a quote, check a slot, or book.Resolve
The call becomes claims with deadlines: quoted $480, ready Thursday. When the date passes and the invoice lands, each claim resolves and the next prediction moves. Writers are weighted by calibration, not volume.
→ find_businesses({
"task": "front brake pads and rotors",
"vehicle": "2018 Honda Civic",
"origin": "94526"
})
← {
"candidates": [{
"business": {
"name": "Example Auto Repair",
"distance_mi": 2.4,
"profile_url": "https://asknoren.com/b/example-auto-repair"
},
"score": 0.81,
"predictions": [{
"promise": "honors_quote",
"p": 0.87,
"n": 23.4,
"interval": [0.79, 0.93],
"pending": 2,
"basis": "business"
}, …]
}, …],
"prior_used": false
}Live from the ledger.
- Businesses
- 0
- Claims
- 0
- Resolved
- 0
Who it’s for.
Agents
Two MCP tools. find_businesses ranks shops by calibrated predictions; call_business places the call and books the slot.
Businesses
Keep your promises and agents send you work. Nothing on Noren can be bought that moves a score or a ranking.
Investors
As agents take over the choosing, star ratings lose their reader. Noren is the ledger that replaces them, one category and metro at a time.
Talk to us.
Building an agent, running a shop, or backing the shift.