Capture where work happens
Camera, files, measurements and LiDAR are available from the phone without flattening them into one input type.
Native B2B workflow beta
SamataPro turns messy job evidence into a reviewable service decision.
The product connects customer intake, photos, plans, measurements and LiDAR evidence with estimating, contractor offers, messaging and marketplace operations. Human review stays explicit where automation can be wrong.
StatusActive native and web beta; not publicly distributed.
UserA customer describing a job and a contractor preparing a defensible quote.
RiskIncomplete evidence can make automated estimates look more certain than they are.
Evidence40 capabilities checked, RoomPlan evidence and 25 quote fixtures passing.
Current product proof
Intake is designed around evidence quality, not an AI magic box.
The first screen asks how the job can be described reliably. Each route carries different confidence, review and fallback requirements into the estimate and offer flow.
- InputPhotos, drawings, measurements and RoomPlan evidence remain distinguishable.
- EstimateFixtures cover low-input, RoomPlan and multiple job-category cases.
- RolesCustomer, contractor and marketplace ownership are separate.
- ReviewLow confidence and missing facts stay visible before a quote is trusted.
What the work demonstrates
Automation is credible only when its evidence survives inspection.
The useful system is not the model call. It is the contract between intake, stored evidence, estimate logic, roles, review and a quote the business can defend.
One evidence chain
Native iOS, web marketplace, storage and quote state share explicit ownership and recovery paths.
Human review is a feature
Warnings, low confidence and missing data are surfaced before automation becomes a commercial commitment.
Honest boundary
This is a validated beta, not a released marketplace.
Contract tests and evidence fixtures pass, but full device proof, UI coverage, privacy manifest, StoreKit and distribution remain open. The active product tree is still being developed.
ProvedCapability contract, RoomPlan evidence and quote fixtures.
OpenFull native release gate and public marketplace operation.
Relevant to messy operational workflows
Need AI to assist a decision without hiding uncertainty?
Send the input sources, the person who owns the final decision and the mistake the workflow cannot afford.