A strategic AI partner built for facilities management.
nTheory AI is a specialist AI execution partner for facilities management — built by people who came up in FM operations. We cover the full lifecycle from strategy to production and beyond, without adding complexity, overhead, or the need for an internal data science function.
Who we are
One accountable team across the full lifecycle — from the first roadmap to long-term operation.
Strategy & roadmap
Translate ambition into an FM-specific AI roadmap, prioritized by value and data readiness.
Architecture & build
Design and implement production-grade data and AI architectures integrated with CMMS, IoT, and Building Management Systems.
Deployment & adoption
Embed with operations teams to roll out solutions, train users, and drive adoption across sites.
Outcomes, not pilots
Measure every engagement against operational KPIs so AI graduates from POC to business-as-usual.
Ongoing support & maintenance
Maintain the features we ship and your existing FM and AI systems as they evolve.
Productionalising existing AI
Rescue stalled pilots and in-house models, hardening them into reliable production systems.
Our design principle
One question anchors every engagement.
Every nTheory AI engagement is built around one question: what decision does this team need to make faster, better, or more confidently? We build for that outcome — not for the technology.
How we work
A four-stage delivery model designed to clear the most common reason AI work fails: it never makes it into production.
We start with the decision your team needs to make better or faster — and work backward from there. If AI isn't the right tool for the outcome, we'll say so.
We design AI to fit into the systems you already run — CMMS, ERP, mobile tools, communication platforms — without a rip-and-replace of your tech stack.
We build production-shaped from day one: real integrations, real data, real users — and guardrails sized for lean teams, not enterprise overhead.
Change management rigor is part of delivery, not an afterthought. We measure usage, outcome lift, and operational impact — and tune until the numbers move.
A strategic AI partner — not another AI consultancy
Most AI initiatives stall in a cycle of promising pilots that never reach production. We exist to bridge that gap — with domain fluency and senior-led execution, for teams that don't have an internal data science function to lean on.
We come from facilities management. We speak your operations natively — RFQs, scorecards, field workflows — not generic AI on a learning curve.
You work directly with the people who build. No layered account teams, no junior hand-off — the person in the room is the person writing the system.
AI drops into your CMMS, ERP, mobile, and communication tools — no rip-and-replace, no internal data science function required.
Security, data governance, and compliance built in from day one — sized for SMB, not enterprise overhead.
- An advisory firm that hands you a roadmap and leaves
- Generalists learning your domain on your budget
- A dev shop or staff-aug filling seats by the hour
AI done right
Governance, data integrity, and best practice — built in from the first phase, not bolted on before an audit. This is what makes us a partner you can trust for the long haul, not just a fast builder.
Data governance & integrity
Clear ownership, lineage, and quality controls from day one — so AI decisions rest on data you can stand behind.
Human-in-the-loop
AI accelerates the analyst; a person confirms before output is trusted. We earn autonomy over time — we don't assume it.
Auditable by design
Deterministic scoring means every recommendation can be explained and reproduced. No opaque model picking winners.
Client-owned code
Your systems are yours — an explicit, written commitment. No platform lock-in, no hostage data.
Security & privacy by default
Runs inside your environment with least-privilege access — your data never leaves your walls.
Continuous evaluation
We track accuracy and drift after launch, catching regressions before they reach your team.
Let's talk about the decision you're trying to make.
We'll tell you whether AI is the right tool — and what it would take to ship it.