Org design & workforce integration
Spans, layers, and management cost computed across tens of thousands of positions. The org chart becomes evidence; leadership makes the calls.
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.
Practical systems for finance, operations, and human capital. Senior engineers on your front line, shipping in weeks.
See the applicationsWhy 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.
In production .
Built here. Running in the field.
Budget bridge & forecast variance
The walk from actuals to plan to forecast, decomposed by driver and sub-function, with every variance traced to the assumption that moved.
Deal value & synergy tracking
Synergy capture tracked from announcement to run-rate with owner-level accountability, so the number the board hears is the number operations can defend.
Clinical development decision support
Trial landscapes, enrollment reality, and competitive signal reviewed with every claim cited to its source. The team sees the evidence, not just the answer.
Utilization review & decision support
Criteria evidence assembled before the reviewer opens the case, with every gap routed to records or clinical judgment. The system recommends; a clinician signs.
Portfolio trend & exposure modeling
Tens of millions in assets modeled nightly: exposure, concentration, and stress, with every limit visible and every assumption documented.
Automated market-making, supervised
An autonomous quoting engine with hard guardrails and a human reading its journal every night.
Sectors: process engineering . pharma & bio-pharma . healthcare . asset management . manufacturing . event markets // Functions: human capital . finance . operations . consulting . program & project management . machine intelligence
What we build .
Practical systems for the parts of the business where the stakes are real.
01
Human Capital Systems
Org design, workforce planning, talent assessment, change readiness, and synergy tracking. Full stacks for designing and executing organizational change.
02
Finance & Operations
Planning, approvals, reconciliation, reporting, and cost visibility. Workflow engines for operational control where spreadsheets stop scaling.
03
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.
04
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.
How we work .
We deploy forward.
Engineers on your front line, not a product thrown over the wall.
01 / Embed
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.
02 / Build
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.
03 / Hand off
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.
How an engagement works
- 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.
Reasonable Machines .