Save hours training new HVAC engineers

Real-time AI copilot that guides procedures, verifies each step, and captures audit-ready evidence.

Register your interestSee how it works
ASSESSOR VIEW
Queue: 3 Pending
Excavator Pre-CheckCRITICAL

Site B · Technician J. Doe · 10:42 AM

LOTO VerificationOK

Maintenance Shed 4 · Technician A. Smith

Local alertAI confirmedHuman sign-off
Smartphone mounted on chest harness for hands-free use

How it works

1

Wear and connect

The engineer wears a body-mounted camera and uses a mobile device. No manual checklists.

2

Follow the procedure

Coefficient follows the approved procedure step-by-step, so work stays on track without second visits.

3

Verify in real time

The system verifies correct execution and flags mistakes instantly — no write-ups after the fact.

4

Evidence and reports

Evidence and reports are generated automatically after the job. Time saved, every time.

Why this matters

Turning physical work into instant, auditable evidence — without slowing engineers down.

  • 01

    Time is lost today to admin, supervision, rework, and training. Coefficient reduces that overhead at the source.

  • 02

    Onboarding and retaining skilled engineers is difficult. Guided procedures and instant verification help scale junior engineers faster.

  • 03

    Procedural errors and missed steps are costly. Real-time verification catches issues before they become rework or incidents.

  • 04

    Proving work was done correctly is a burden. Coefficient captures audit-ready evidence automatically.

Built for real work

  • Built for real environments, not simulations.
  • Designed for enterprise procedures (MOPs / SOPs).
  • Works during the job, not just before or after.

Coming soon What's next

  • Support for additional trades and procedures
  • Deeper analytics across sites and teams
  • Integration with existing maintenance and compliance systems

Trust and traction

The founders have built training and assessment software for safety-critical industries. An early prototype already verifies HVAC procedures from video. We are currently working with industry contacts to shape pilots.

Who we are

Coefficient is built by a team with deep experience in training, assessment, and software for high-stakes physical work.

Louis and Jonty, co-founders of Coefficient

Louis

Product & co-founder

Louis has spent his career at the intersection of education, product, and industrial systems — starting as a secondary school teacher, then moving into product leadership and founding teams. Most recently, he led product at a simulation and training company building software used in safety-critical environments across heavy industry and infrastructure.

Jonty

Engineering & co-founder

Jonty is a hands-on technical builder with experience delivering complex systems for training, assessment, and operational workflows. He has worked across engineering and product roles, shipping real software used by professionals in regulated, real-world contexts.

Together, we've:

  • Built training and assessment platforms used in classrooms and industrial settings
  • Led and coordinated multi-disciplinary technical teams
  • Shipped software where procedure adherence, evidence, and correctness matter

We're now applying those lessons to a harder problem: helping engineers complete physical work faster, with fewer mistakes, and without the overhead of manual supervision or paperwork.

Coefficient exists because we've seen first-hand how much time is lost between "doing the work" and "proving the work was done correctly" — and we believe AI can close that gap.

Register your interest

Join early pilots and help shape the future of AI-assisted physical work.