Fairview LabsVision
The last mile of AI commerce is a plumber who does not answer the phone.
There is an enormous amount of economic activity sitting behind a phone call nobody picks up. Models are now good enough to do the chasing. Almost nothing on the business side is set up to receive it.
The short answer
We are building the layer where an AI agent and a small business can actually transact.
A model can already tell you which plumber to call. It cannot call them, get a price, or put you on their calendar. The missing piece is not model capability. It is that no small business has anything on the other end of the line for an agent to talk to.
We put that there, measure what happens, and charge a share of the work that completes.
Why this gap exists
Three things had to be true at once, and they only recently became true together.
Models got good enough to be trusted with a task
A year ago asking an assistant to handle a booking meant watching it hallucinate a phone number. Now it can read a page, extract the right fields, and hold a multi-step exchange without losing the thread. Google ships a feature that literally calls contractors on your behalf, which is the clumsiest possible version of this and proof that the demand is real.
The protocols arrived, and nobody agrees on them
There are at least six competing ways for an agent to discover that a business can be booked, and none has won. Most are drafts in a spec repository with a handful of contributors. Everyone building them is smarter than us about protocol design and none of them has data on which one gets used in the wild, because almost nobody is on the receiving end yet.
Small businesses did not change at all
This is the part people underestimate. We rebuilt a client's website and they printed it out and wrote comments on the paper. Asking that business to maintain a public calendar is not a software problem. The companies that win here will be the ones that make the ask small enough to say yes to.
Everyone else is theoretical, and they are smarter than us, which is good. But they do not know what is working in the real world. That is the thing we can actually bring.
What agents will compete on
Once asking five businesses costs nothing, the thing that decides who gets the job changes. We think it comes down to three numbers, and that two of them barely exist today.
Quality
Reviews that mean something
Today a review gets written by someone furious or someone delighted. The middle never writes one, and incentivised reviews are worse than none. Capturing an honest signal at the moment a job finishes is a hard, unglamorous problem and whoever solves it owns the quality input.
Price
Quotes you can compare
The same job gets quoted at $300 and $2,000 by two businesses in the same county, and the customer has no way to know. Not because anyone is dishonest, but because getting three quotes takes a week. Make it take a minute and the spread collapses.
Speed
Availability that is real
The most valuable thing a business can publish is a slot it will actually honour. Most publish nothing, so an agent has to ask and wait. This is the bottleneck and the reason confirmation, not discovery, is where we are spending our time.
The part we are not building
We do not process payments and do not intend to. Stripe is better at it than we will ever be, and most of this work is still paid by check at the door. The valuable half is everything up to the transaction: being found, getting a real price, and landing on a calendar.
Where this goes
The end state is an agent that bids work out on your behalf. You say you need a radon pump installed, and five businesses that actually serve your county return a price and a date, with the owner signing off on each one before it goes back to you.
That is not a far-fetched version of this. It is the same loop running five times in parallel, which is a thing software is good at and a thing a human on the phone cannot do at all.
What it needs is for enough businesses to have something an agent can talk to. That is the part that takes feet on the ground, and it is why we think the edge here is distribution rather than technology. Building the front desk took a weekend. Getting ten thousand businesses to point at one is the actual company.