Two weeks, one crew, results in public.

An IVA pilot runs with one crew at one site, against a baseline we measure together. Every readout is published on this page, including the ones where IVA didn’t clear the bar.

Pilot results

No pilots completed yet

The first design-partner pilots are being scheduled with telecom field operations and industrial maintenance teams. Each readout will be posted here with its baseline, its numbers and what went wrong.

How a pilot runs

The protocol is the same for every pilot, so results can be compared across sites.

  1. Before

    Scope

    Pick one crew and one type of repeatable job. Agree the target fields, the system records go to, the site capture policy and how long media is kept.

  2. Days 1–2

    Baseline

    Shadow the crew and measure how records get written today: time to submit, completeness, call-backs and reporting time per shift.

  3. Days 3–12

    Run

    The crew works with IVA. Records go to a sandbox or your live system, your choice. A named person signs every one.

  4. Days 13–14

    Readout

    Before and after on every measure, failures included. You keep the readout and decide whether to continue.

What we measure, and what counts as working

Thresholds were set before any pilot ran, so they can’t be moved to fit the results.

MeasureHow it’s measuredProposed threshold
Time from job complete to record submittedSystem timestamps, baseline vs. pilotCut by at least half
Records complete on first submissionRecords returned or called back by supervisors9 in 10 or better
Reporting time per technician per shiftTime study in baseline and run weeksAt least 30 minutes saved
First-time fix on repeat visitsRepeat jobs on the same asset within 30 daysDirection only in two weeks; tracked after

What a pilot needs from both sides

From your team
One crew doing repeatable jobs, an operations lead who owns the outcome, and access to your system of record or a sandbox copy of it.
From us
Setup, the connector to your system, on-site support during the baseline days, and the written readout.
Hardware
Commercially available AI glasses or a phone in a chest or helmet mount, chosen for your site during scoping.
Data
Handled under the commitments on the trust page, written into the pilot plan before day one.

Bring one crew. We’ll show you the before and after.

Book a field pilot

Tell us about your crew and where your work orders live. Shivashish replies personally.