Doneness

Our technology

Built to manage work in the field, in real time

Managing work while the crew is still on site needs three things: models fast and reliable enough to give a result in seconds, a check that sits inside the job itself, and every source of evidence a site can offer.

01 · MODELS

Small, fast models, optimized for each type of job

We started with large foundation models. They were too slow for a crew waiting on site, too expensive to run on every photo of every visit, and they didn't reach the reliability needed to decide whether work was done.

Doneness uses small models fine-tuned for each job type, such as snow clearance and grounds care. Each one knows what done looks like for its work, and is tested against real evidence from real sites.

FastA result in seconds, while the crew is still there.
ReliableTrained and tested on evidence from that type of work.
AffordableCheap enough to check every photo of every visit.

02 · WORKFLOW

Inside the job, while it's happening

A fast model only helps if its result reaches the crew while they can still act on it. That needs the check built into the workflow, and the best way to do that is a mobile app designed for real-time management.

Doneness works within any ecosystem. For the best results, use the Doneness app: it directs the crew to each task and captures the metadata that makes every piece of evidence count.

Location of every image±6 m
Time of every capture06:12
Company and crewVENDOR · CREW
Site, area and taskZONE 2 · TASK 3/6
See the app
App task list: verified on site to ±13 m

03 · INTEGRATIONS

We love integrations

Work orders can come in from your CMMS or field-service system, and results go back out by API or webhook. If we don't connect to a system you use yet, we'll work with you to add it to the platform.

Talk to us about your sites

Tell us how many sites you manage and which services you run. We'll show you Doneness on your own work.