A forward-deployed software practice .
Software that supports judgment.
We embed with your team for short, focused engagements on the front line of the work. Then we build the systems, increasingly machine learning and AI, that make complex decisions clearer. Not autonomy that removes the human. Intelligence that supports judgment.
From noise to a decision .
What the work looks like.
| unit_id | name | src_hc | tgt_hc | fte_cost | mgr_span | dup |
|---|---|---|---|---|---|---|
| u-014 | Finance Ops | 22 | 31 | 3.9M | 2.1 | Y |
| u-007 | Rev Accounting | 11 | 12 | 1.6M | 5.0 | n |
| u-022 | FP&A | 9 | 17 | 2.4M | 1.8 | Y |
| u-003 | Payroll | 6 | 6 | 0.7M | 6.0 | n |
| u-031 | Procurement | 14 | 26 | 3.1M | 2.4 | Y |
| u-018 | Treasury | 5 | 5 | 1.1M | 5.0 | n |
| u-009 | Internal Audit | 7 | 8 | 1.2M | 4.0 | n |
// 9 rows, 4 source files, 2 naming conventions, 1 person who knows what "dup" means.
Why we exist .
Most organizations aren't short on software.
They're short on software that understands the work.
Critical decisions still run through fragile spreadsheets, scattered documents, ad hoc reporting, and institutional memory. It works until it doesn't: during growth, integration, restructuring, a leadership change, any moment when the stakes rise and the system has to hold.
Reasonable Machines exists for those moments. We turn messy operational reality into systems that are easier to use, easier to trust, and easier to act on.
How we work .
We deploy forward.
Engineers on your front line, not a product thrown over the wall.
Start in the room
We begin with the real workflow: the people involved, the decisions being made, the data you actually have, and where friction slows everything down.
Build around reality
A custom platform, a focused internal tool, a decision layer, or an ML and AI integration. Whatever the work needs, built to fit it, not the other way around.
The tools stay
Engagements end. The system you are left with is yours: documented, owned by your team, and built to be trusted long after we leave.
What we build .
Practical systems for the parts of the business where the stakes are real.
Human Capital Systems
Org design, workforce planning, talent assessment, change readiness, and synergy tracking. Full stacks for designing and executing organizational change.
Finance & Operations
Planning, approvals, reconciliation, reporting, and cost visibility. Workflow engines for operational control where spreadsheets stop scaling.
Decision Dashboards
Clear views of the work: what is changing, what matters, where risk is building, and where leaders need to act. Internal tools that keep human review where it belongs.
Machine Intelligence, Deployed Reasonably.
Machine learning, RL, and AI integrated into real operations, with judgment kept in the loop. Models that explain themselves and surface the call, not models that quietly make it.
- Shape
- Embedded with your team, on the front line of the work.
- Duration
- Weeks, not quarters. Scoped tight, shipped focused.
- Team
- Senior engineers in the room. No bench, no handoff.
- Output
- A working system, documented and owned by your team.
- After
- The engagement ends. The tools stay.
Engagements .
Weeks, not quarters.
We scope tight and ship working software, not slideware. You get senior engineers on your front line, a system built around your real workflow, and full ownership the day we leave. No lock-in, no seat licenses, no standing dependency on us.
Start a conversation .
Tell us what you're trying to decide.
A short note about the problem and the stakes is enough. A senior engineer reads every one, and you'll hear back from a person, not a queue.
- Shape
- Weeks, not quarters. Scoped tight, shipped focused.
Reasonable Machines .