Skip to content

Useful AI, honest scope

AI and Automation

Assistants, automations and agents with a clear job to do. We know where AI helps — and where it is theatre.

Who it is for

Where this work fits.

Our experience includes Ask Estila, a production AI product for conversational discovery, structured product and showroom search, comparisons and recommendations. Its work includes AI tool calling, guardrails, model fallback, suitability controls and business integrations. Across the Estila ecosystem, GoHighLevel, n8n and OpenClaw support CRM, bookings and AI-assisted operations. We use that experience to define a useful job for each system, choose deterministic workflows where they fit and keep consequential actions under appropriate approval.

  • Interiors brands, suppliers and makers with repeated enquiries, admin or product data work.
  • Design-led and product businesses that want search, recommendations or an assistant over their own catalogue.
  • Small teams running a CRM, bookings or an editorial process by hand.
  • Businesses that have tried AI tools and want an honest view before spending more.

What changes

What this work is for.

Described in plain terms. We do not promise commercial results.

A clear view of where AI would help your business, and where it would not.

Assistants that answer from your own product data, within rules you set.

Enquiries, bookings and follow-ups that move without someone chasing them.

Agents that act inside agreed limits, with a person approving what matters.

Systems your team understands, with the documentation and care to keep them running.

AI and Automation

Ready to talk it through?

Share the website, product, platform or process that needs attention and we will suggest a sensible next step.

Start a project