AI automation

AI agents & automation that actually ship.

We find the repetitive, high-value work in your business and hand it to AI agents and workflows that run reliably, with humans in control.

Scope an automation The 90-day AI-native program

Services

What we build

Custom AI agents

Agents built on Claude that use your tools through APIs and MCP: they research, draft, check and act, escalating to a human when confidence is low.

n8n workflow automation

Self-hosted or cloud n8n workflows that connect email, CRM, ERP, SharePoint, Slack and your databases, with AI steps where judgment is needed.

Document intelligence

Extract, classify and validate data from RFQs, drawings, specs, test reports and invoices. Output goes straight into your systems.

Knowledge copilots (RAG)

A private assistant that answers from your standards, past projects and procedures, with citations, so expertise stops living in one person’s head.

Simulation & engineering agents

Agents that drive OpenFOAM, Python and CAD pipelines: parametric studies, automated post-processing and report generation.

Guardrails & governance

Human-in-the-loop approvals, audit logs, evaluation suites and data-handling policies, so automations are safe to trust.

Use cases

Automations that pay for themselves

The kinds of workflows we automate. Your gains depend on your volumes, so we estimate ROI with you before we build anything.

Sales & quoting

RFQ arrives → agent extracts requirements, checks capacity, drafts a priced quote for approval.

Same-day quotes

Engineering reports

Test data or simulation results → agent produces a formatted, checked report in your template.

Hours → minutes

Inbox & support triage

Incoming emails and tickets classified, answered from your knowledge base or routed with context.

24/7 first response

Document control

Drawings and specs auto-tagged, versioned and cross-checked for inconsistencies.

Fewer costly errors

CFD parametric studies

Agent sets up, runs and compares dozens of design variants overnight.

More variants per week

Lead qualification

Every inbound lead from your site, inbox or DMs is qualified, answered and booked into your calendar within minutes.

More booked calls

Our edge

Simulation agents: where AI meets CFD

Most automation agencies stop at email and CRM. We go into the engineering itself.

Because our founder co-created Splash-CFD, an OpenFOAM front end, we know every step of a simulation workflow. We give AI agents safe, well-defined tools for each step: geometry checks, meshing, solver control, convergence monitoring and post-processing. Engineers stay in charge of the decisions that matter.

Overnight design-of-experiments and optimisation loops
Standardised, auditable case setups across your team
Automatic V&V checks and anomaly detection
Natural-language querying of results (“which variant had the lowest Δp?”)

simulation-agent · run #218

› brief: "Pressure drop & particle capture for cyclone v3, inlet 18 m/s"
Planning study · 4 steps · approval required at step 2
cad.import("cyclone_v3.step")  ✓ 1 body, watertight
mesh.generate(target="hex-dominant", y+≈30)  ✓ 2.4M cells
⏸ Engineer approval: mesh quality report sent to #cfd-review
✓ Approved by M. Sayed
openfoam.run(solver="DPMFoam", LES=true, cores=64)
  t=0.42s  residuals p 2.1e-5  U 8.4e-6  ▁▂▃▂▁▁
post.extract(["Δp", "cut-size d50", "efficiency curve"])
✓ Δp = 1.38 kPa · d50 = 3.1 µm · report.pdf generated
Done in 3h 12m. Summary posted to Slack and logged.

Illustrative run. Every pipeline is built around your solvers, rules and approval steps.

FAQ

Automation questions

Want a quick opinion on your idea? Send it to us and get an honest take.

Which AI models do you use?

Primarily Anthropic’s Claude for agents and reasoning, chosen per task for quality, cost and data-handling requirements. We are model-pragmatic and will use what is best for your constraints.

n8n, Make or Zapier: which is right for us?

n8n when you want self-hosting, complex logic and lower running costs at scale; Make or Zapier for quick, lightweight SaaS-to-SaaS automations. We recommend after seeing your workflows, not before.

Can you work with our IT and security teams?

Yes. We document data flows, deploy into your cloud or on-prem where needed, and follow least-privilege access. Many builds run entirely inside the client’s own accounts.

What happens after you hand over?

You own everything: code, workflows and documentation. Optional support retainers cover monitoring, improvements and new automations.