Research · Design · Implementation · Powered by Nunc

Designing intelligence for humans.

Atwood is a research-and-development company. We research, design, and implement intelligent systems — AI, big data, and IoT at scale — engineered for the regulated, real-world environments where they actually have to work. Human-centered by design, intelligent by default.

Selected clients & projects

MicrosoftProcter & GambleAWSTradewebUniversity of MarylandAquentTotal EnergyXTechnology Global
Our process · ISO 42001-aligned

How we design intelligence for humans

We lead with human-centered design, then run a delivery process mapped to ISO 42001 — the AI management system standard. Each phase aligns to its Plan-Do-Check-Act lifecycle, so what we build is accountable and auditable by design.

01

Design

UX and human-centered design first: research the people and the problem, then shape the system — and its risks — around how they actually work.

Plan · Clause 6 · A.5 Impact assessment
02

Systems Integration

We connect and unify the systems, data, and devices already in play — with governed data provenance and access from the start.

Plan · A.7 Data · A.10 Third parties
03

Implementation

We engineer, verify, and deploy the system into your real environment — documented and traceable end to end.

Do · Clause 8 · A.6 Life cycle
04

Optimization

We monitor it in production and tune — performance, reliability, and fit to the work — with every action logged.

Check · Clause 9 · A.6 Monitoring
05

Training & Growth

We bring your people up to speed and keep improving the system as needs evolve and the standard expects.

Act · Clause 7 · Clause 10 Improvement
What we do

Research and development for intelligence at scale.

An R&D company turning emerging technology into systems that work in the real world — six disciplines, end to end.

01

Research

We investigate what's next — AI, data, and connected systems — and turn open questions into working prototypes.

02

Design

Human-centered design that makes complex, technical systems feel obvious to the people who use them.

03

Compliance

Built for regulated, audit-heavy environments — governance, traceability, and controls baked in from the start.

04

Implementation

From prototype to production. We engineer, integrate, and deploy the systems we design.

05

Big Data

Pipelines, analytics, and ML on large, messy, real-world data — at production scale.

06

IoT at Scale

Connected devices and sensor networks — instrumented, governed, and operated across thousands of endpoints.

Selected work

A portfolio built on human-centered design.

A selection of UX, product, and web projects — for teams from Microsoft and P&G to the University of Maryland. The full archive lives at atwood.design.

Microsoft Learning UI

UX & Design

Procter & Gamble

UX & Design

Tradeweb Training

UX & Design

University of Maryland

Web

Aquent Gymnasium

UX & Design

247 AWS

Web

Total Energy

Web · Brand

Basket

Product

Tott Platform

Product

XTechnology Global

Web

Commercial Loan Success

UX & Design

World Depot

Rebrand

See the full portfolio →
How we bring you along

From first draft to a standing colleague — one safe rung at a time.

We don't hand your team a powerful AI and walk away. We bring you up the curve of what AI can safely do — one proven step at a time, with a human in control the whole way.

Rung 01 / Assisted

AI that drafts — you decide

Human does the work

Your team uses AI to draft, summarize, and answer — right inside the tools they already use. Nothing acts on its own. This is where AI literacy and trust get built.

  • Draft grant reports, meeting notes, and first-pass analysis
  • Every output reviewed by a person before it's used
  • Goal: a shared, honest model of what AI can be trusted with
Where teams new to AI should start.
Rung 02 / Supervised

AI does one real task — you approve it

Human approves every action

AI executes a real, scoped task through a governed connection to your systems — a reconciliation, a board packet, a vendor follow-up. Every external action parks for human approval first.

  • One task, end to end, through a governed connector
  • External writes wait in a "Needs you" approval queue
  • Goal: confidence overseeing AI doing real work
Once the team trusts the basics.
Rung 03 / Workflows

Proven runs become repeatable workflows

Human approves by exception

A task that's worked reliably becomes a reusable, scheduled workflow. The team stops approving every step and starts approving only the exceptions.

  • Capture a proven run, then reuse and schedule it
  • Recurring success is auto-proposed as a workflow
  • Goal: delegate the routine, keep oversight where it matters
When the patterns repeat and trust is established.
Rung 04 / Autonomous

Standing agents that work for days

Autonomy with a full audit trail

Long-horizon agents run for days or weeks — learning how your organization operates and surfacing insights and improvements. Every action stays governed, logged, and provable after the fact.

  • Agents that learn your systems, cadences, and norms
  • You manage a fleet, not a single tool
  • Goal: AI as a standing colleague — fully accountable
The destination — reached one safe rung at a time.
We build our own, too

Meet Nunc — our private AI platform

We don't just consult on AI; we run it. Nunc is our governed, private AI infrastructure — the gateway, approval gates, and audit trail behind the AI we ship. When a build needs to be private and accountable by default, it runs on Nunc.

Private by default Governed every step Full audit trail ISO 42001-aligned
Explore Nunc →
Let's build

What kind of AI can we make for you?

Bring your membership pain points, tech stack, and AI ambitions. We'll show you what contextualized agents doing real work actually looks like.