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Proof, on camera

The Instant Estimate Challenge

Benchmarks are numbers on a page. This is the standing commitment behind them: unedited, real-time screen recordings of Drevanto Instant turning supported job scopes into editable estimates — with the ground rules published before the footage.

Certified benchmark · 2026-08-21

In 520 certified profile-mode generations across 26 supported Instant assemblies on Windows (profile/AOT) and an Android API 36 emulator, supported jobs became editable estimates in a median of 0.028 seconds (rounded); the measured 95th percentile was 48.008 milliseconds (approximately 0.048 seconds), with 0 generative-AI provider calls.

median, supported jobs
0.028 sec
certified generations
520
supported assemblies
26
failures · 0 AI provider calls
0

Certified supported jobs only. Editable output; contractor pricing and field verification remain in control. Full methodology and results

Certified 2026-08-21 · catalog v3

The ground rules

Published now, so the recordings can be judged against them later.

  • Real-time, unedited screen recordings on ordinary hardware — no cuts between scope entry and the editable estimate.
  • No fake timers, no artificial loading states, no sped-up footage, no animated counters. If it looks instant, it was instant.
  • Every recording states the assembly, the device, and whether the run is Windows or Android emulator, matching the certification methodology.
  • Supported scopes only. Anything unusual is shown routing to the assisted Hybrid workflow — that honesty is part of the proof.
  • Each published video links back to the public benchmark methodology and the sanitized certification data.

Planned recordings

In production — nothing here is presented as recorded yet. Each short will be labeled with its assembly, device, and run context when it ships.

  • The 12×12 pressure-treated deck

    Planned

    Windows profile — the flagship certified example, scope to editable draft.

  • Interior repaint, 1,000 sq ft

    Planned

    Windows profile — coats, primer, and trim decisions visible in the output.

  • 2,000 sq ft asphalt shingle replacement

    Planned

    Windows profile — measured edges and penetrations becoming material lines.

  • The same deck on Android

    Planned

    Android API 36 emulator profile — showing the certified mobile timing honestly.

  • Repeatability, back to back

    Planned

    The identical scope run repeatedly — deterministic output, matching the 78/78 repeatability certification.

  • What happens with an unusual scope

    Planned

    An unsupported request routing to Hybrid assisted review instead of faking an instant answer.

Why not just watch a demo video?

Because a polished demo proves editing, not software. The certified benchmark already proves the timing with data; these recordings exist to make the same point visibly, under rules that would catch a fake. When the first recording ships it will appear here and on the benchmark page, alongside the methodology it illustrates.

See it run on your own jobs

The private Drevanto beta is the real, editable product — not a website demo. Apply, and we will follow up by email.

Apply for beta accessRead the benchmark