Nightshift Labs builds pixelvision, an API-free automation engine that operates legacy web and desktop applications through their own screens, verifies every action, and leaves the source system untouched.
pixelvision reads and operates software through the same screens a person uses, so legacy systems can be automated without changing a line of their code.
Computer vision locates every screen region to the pixel. An AI model only names those regions, once per screen layout, and never guesses coordinates. Every later action runs locally, so there is no per-transaction AI cost and routine data never reaches a model.
Each action is cross-checked three ways: the page structure, a hit-test of what is actually on top at the target point, and the pixels. pixelvision refuses to act on anything hidden behind a dialog and measures whether every click actually changed the screen.
Text recognition and element detection run on the workstation itself. Password fields are masked in every read, and the browser bridge accepts only local, token-holding programs. In scripted workflows, a one-time labeling screenshot is the only data that leaves the machine.
The labeling step runs on Anthropic Claude or OpenAI behind a single interface, built so an agency-approved model service can be added behind the same interface.
Figures are internal measurements from pixelvision's own session logs and benchmarks, not third-party tests.
Where pixelvision fits: the interactions that have no API, no export and no integration.
Operating Windows desktop clients, web portals and any rendered screen, including PDFs, through their own user interfaces, with no change to the source system.
Reading migrated values back on both the legacy and the target screens and flagging every discrepancy, record by record.
Capturing what a screen actually shows as labeled, field-level state that can be checked, compared and reported.
Locating, retrieving and transferring records and PDFs across systems that were never connected to each other.
Nightshift Labs is owned and operated by Dwayne Morise, a service-disabled U.S. Air Force veteran (2006–2010, MQ-1/MQ-9 aircraft maintenance). The company also operates vetaid.ai, a free platform that helps veterans understand and pursue VA disability claims.
| Legal name | Nightshift Labs LLC |
| Entity | Nevada limited-liability company, formed March 2026 |
| UEI | M74XF8NJCYX4 |
| CAGE | 242Z5 |
| SAM.gov | Active registration |
| NAICS | 541511 (primary), 541512, 541519, 541990 |
| Socioeconomic status | Service-Disabled Veteran-Owned Small Business (self-certified in SAM.gov; SBA VetCert application in progress) |
| Location | Las Vegas, Nevada |
Teaming, subcontracting and sources-sought inquiries are welcome.