AI & Software Engineering

We build systems that you depend on.

Full-house AI and software design and development agency based in San Francisco.

EST. 2019 Scroll 37.7749° N, 122.4194° W

[ Capabilities ]

One company, end to end,
from intelligence to infrastructure.

01

Industrial Automation

Control systems, MES, and digital twins that keep plants and processes running with precision and minimal downtime.

  • PLC / SCADA
  • Digital Twins
  • Process Control
02

Robotics

Perception, motion planning, and fleet orchestration, from a single arm to coordinated multi-robot operations.

  • Perception
  • Motion Planning
  • Fleet Ops
03

Driverless Vehicles

Autonomous platforms, sensor fusion, and safety-critical stacks engineered for the real world and built to certify.

  • Sensor Fusion
  • Safety Stacks
  • Teleops
04

Health Systems

Clinical software, diagnostics, and data platforms that meet patients and providers where decisions are made.

  • Clinical Software
  • Diagnostics
  • Interop
05

Financial Systems

Trading, risk, and payments platforms engineered for low latency, exactness, and the scrutiny that regulated finance demands.

  • Trading
  • Risk
  • Payments
06

Artificial Intelligence

Models, MLOps, and decision systems: applied AI that ships to production and earns its place in the loop.

  • Applied ML
  • MLOps
  • Decision Systems
07

Software Engineering

Platforms, cloud, and integration: the dependable software foundation every system above is built upon.

  • Platforms
  • Cloud
  • Integration

Don't see your
domain here?

We build systems wherever software meets the real world, from the factory floor to the trading desk. Tell us what you're trying to make real.

Start a project →

[ Selected Work ]

A portfolio of systems
in production.

01

Atlas

A driverless logistics fleet for a deep-water port operator, coordinating 120 autonomous vehicles across a live container terminal with zero manual dispatch.

  • Autonomy
  • Robotics
+38% throughput 2025
02

Vitalis

A clinical decision platform deployed across a 14-hospital network, surfacing risk earlier with AI that clinicians actually trust and audit.

  • Health
  • AI
9hrs earlier detection 2024
03

Forge

A factory-wide automation and digital-twin system for a precision manufacturer, unifying twelve production lines under one real-time control plane.

  • Automation
  • AI
−61% downtime 2024
04

Sentinel

A computer-vision quality system that inspects every unit at line speed, catching defects no human pass could, running on the edge, in real time.

  • AI
  • Robotics
99.4% recall 2023
05

Meridian

An enterprise scheduling and resource platform for a national lab network, automating throughput planning across thousands of daily procedures.

  • Automation
  • Health
2.3M ops / yr 2023
06

Wayline

A sensor-fusion and teleoperation stack for autonomous yard trucks, certified for mixed-traffic operation alongside human drivers.

  • Autonomy
  • AI
1.2M km autonomous 2022

[ Approach ]

How we build a system
that lasts.

01 · Discover

We embed with your team to map the terrain: the constraints, the data, the people, and the real definition of done.

02 · Architect

We design the system end to end: the intelligence, the software, the hardware in the loop, and the path to production.

03 · Build

We engineer in tight iterations with real telemetry, shipping working systems (not slideware) from week one.

04 · Operate

We stay accountable for uptime and outcomes, running and improving the system long after launch.

[ About ]

We are engineers, researchers, and operators who build the uncommon systems other companies call impossible, across every domain where software meets the physical world.

0 Systems in production
0 Core domains
0 Operational uptime
0 Engineers & researchers

[ Start a project ]

Have a system worth
building? Let's build it.

Tell us what you're trying to make real. We'll tell you, honestly, how we'd build it.

denzil@expectance.ai