Turning Al into Measurable Growth for Engineering-Led businesses

For engineering leaders who refuse the hype. We build working AI systems that improve your market intelligence, sales performance, product development cycles, and customer service. Deployed on your infrastructure, owned by your team, measured by results.

Who We Work With

Who We Don't Work With

why choose us

Engineering-Led, Not Technology-Led

We've Sat In Your Chair

Our founder ran an 8-figure engineering business. We understand product development cycles, regulatory environments, and the commercial pressures you face, because we've faced them.

Revenue Growth, Not Cost Reduction

Every live project has a revenue growth angle. Market entry. Margin defence. Product differentiation. Support-to-revenue conversion. We focus AI where the commercial upside is greatest

What This Looks Like in Practice

Market Intelligence

Specialist B2B Technology Manufacturer

Compressed six months of market research into a six-week, evidence-based market entry strategy across 20+ OEM prospects.

Sales
Performance

Battery safety  manufacturer

Equipped global sales teams with AI-driven competitive intelligence and value-selling guidance, across five regions.

Innovation Acceleration

Electron microscopy equipment manufacturer

Embedded structured domain knowledge and intelligence directly into the product using semantic retrieval.

Service
Excellence

Thin-film deposition systems manufacturer

Transformed support from reactive cost centre into a managed, revenue-generating function with a five-stage AI pipeline.

Operational Mastery

Social Enterprise Construction business

Removed the quoting bottleneck, freeing the founder to focus on scaling the business and its ESG mission.

How We Deliver

From strategy to production

Our proven process ensures measurable results at every stage of your AI transformation

Discovery & Scoping

1

Specification & Proposal

2

Build & Test

3

Deploy & Hand Over

4

Support & Maintain (ongoing)

5

1

Discovery & Scoping

Problem definition, data assessment, success criteria

Problem definition, data assessment, success criteria

A clear understanding of the problem, the data available, and whether AI is the right solution, before any commitment.

2

Specification & Proposal

Documented scope, architecture, deliverables, timeline, fixed price

Documented scope, architecture, deliverables, timeline, fixed price.

A fixed-price proposal with documented scope, architecture, deliverables, and timeline. No ambiguity about what you’re buying.

3

Build & Test

Development on our workstation. Weekly progress updates.

Development on our workstation, weekly progress updates.

A working system, validated against your data, with weekly visibility of progress. No surprises at handover.

4

Deploy & Hand Over

Docker stack to your infrastructure. Integration testing. Knowledge transfer.

Docker stack to your infrastructure, integration testing, knowledge transfer.

A production-ready solution running on your infrastructure, with your team trained to operate it. You own everything.

5

Support & Maintain (ongoing)

Monthly retainer. Your system keeps working.

Optional monthly retainer or full handover so your system keeps working.

Ongoing monitoring, updates, and optimisation. Your system keeps performing as your business evolves.

Our Principles

We build AI systems differently, with a focus on privacy, control, and real-world applicability

Revenue Growth First

We focus AI on the commercial functions that drive top-line growth, not back-office cost reduction.

Deliverables, Not Outcomes

We commit to building and deploying specific systems, not to promising percentage improvements we can’t control.

Practical Over Sophisticated

Engineering-led businesses need maintainable solutions. We choose proven, reliable architectures over cutting-edge complexity.

Client Ownership

You own the solution, the data, and the infrastructure. We do not create dependencies

Honest Scoping

If a project is too risky or unlikely to deliver value, we say so. Credibility is worth more than any single engagement.

Continuous Upgrade

We don’t stop after deployment. We focus on continual enhancements to keep your system ahead of the curve.

Let's talk
about where AI fits in your business

No pitch decks. No pressure. Just a conversation about what AI could do for your business