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Flagship · AI Transformation

AI transformation, without the buzzword tax.

For traditional businesses ready to turn their operations and data into real, shipped AI products - not another “AI strategy workshop” PDF. We audit, we roadmap, we build.

For businesses that want shipped product, not slide decks.

Why traditional businesses get stuck on AI.

1

Consultants give you decks

You hire a Big-4 advisory team, get six weeks of workshops, and walk away with a slide deck. No product. No code. No competitive advantage. Just a roadmap that ages out in a month.

2

Your data is locked in silos

Your ops team works in spreadsheets. Customer data is in a CRM. Invoicing is somewhere else. Connecting any of it to AI sounds expensive and complicated - because for most agencies, it is.

3

Every “AI feature” you’ve seen looks the same

Generic chatbots that don’t know your business. AI-generated content nobody asked for. You know there’s a real opportunity here, but the templated AI features your competitors ship aren’t it.

4

The market is moving without you

Six months ago AI looked optional. Now competitors are quietly outshipping you because they automated half their ops. The window to catch up is open - but it’s closing.

Three phases from audit to shipped.

You can stop after any phase. Each one has a deliverable you can use - or take to another partner - even if we don’t continue together.

012-3 weeks

Audit

We embed with your team. Walk through your operations, your data, your day-to-day. We talk to the people who actually run things - the COO, the ops lead, the customer-success manager. Then we map where AI moves the needle.

You walk away with

An opportunity map showing every prioritised AI use case, scored by impact and effort. You keep this even if you don't proceed.

021-2 weeks

Roadmap

We turn the audit into a costed, sequenced plan. What to build first. What to buy off the shelf. What to ignore. Each item has success metrics, integration requirements, and a realistic timeline. No vapourware, no “phase 2” magic.

You walk away with

A roadmap you can take to your board, your budget process, or any other engineering partner.

03varies

Build & ship

We build and deploy the highest-impact items. Chatbots that know your data. Automations that erase manual work. Bespoke SaaS connecting to your operations. We don’t hand off to a black-box dev team - we build it.

You walk away with

Production AI products integrated into your business, with docs and handover so your team owns them.

What we actually ship.

Four product shapes we build most often. Stack varies by need - we pick the right tool, and stay model-agnostic via OpenRouter so you ride the curve instead of getting locked in.

AI assistants that know your data

Chatbots and internal tools connected directly to your CRM, ops platform, and documents. They give your team and your customers answers grounded in your actual business - not the public internet.

  • Customer-facing support assistants
  • Internal ops copilots
  • Sales-team research helpers

Automations that erase manual work

The repetitive tasks your team hates - data entry, lead routing, contract review, invoice processing - rebuilt as AI-driven workflows. Run in the background. Audit logs. Human-in-the-loop where it matters.

  • Document classification & extraction
  • Lead enrichment & routing
  • Recurring report generation

Bespoke SaaS, built around your operations

When off-the-shelf isn’t a fit, we build it. Internal platforms that wrap AI around your unique processes. Member portals, vendor management, custom CRMs - all designed to use AI where it earns its place.

  • Operations dashboards with AI insights
  • Custom client portals
  • Internal data products

AI features inside what you already have

You don’t need to rebuild your stack to ship AI. We add AI capabilities to your existing app - whether it’s on Bubble, Webflow, a custom Rails monolith, or anything else - through clean integration layers.

  • AI search inside existing apps
  • Smart form filling & validation
  • Personalised recommendations

What this looks like in your sector.

A short list of the AI opportunities we see most often in different industries. The audit goes deeper - this is the shape of what we build.

Professional services

Document review automation. Intake chatbots that triage cases. Research assistants grounded in your firm's playbooks.

E-commerce & retail

Personalised search. Returns & support automation. AI-driven product recommendations from your real inventory.

Real estate & property

Listing summarisation. Tenant communications. Lease and document extraction. Internal portals for ops teams.

Financial services

KYC document processing. Risk and exception triage. Internal research and compliance assistants.

Manufacturing & logistics

Supplier and quote processing. Inventory and demand forecasting. AI-augmented internal reporting.

Healthcare & wellness

Intake automation. Scheduling assistants. Privacy-first internal tools with strict data boundaries.

When AI isn’t the answer.

Sometimes the bottleneck isn’t AI - it’s data hygiene. Sometimes a process change beats any model. Sometimes you’d be paying for AI when a $40 Zapier automation wins.

The audit tells you honestly which one you are. If AI isn’t the right move yet, we’ll say so - and you walk away with the analysis that proves it. That’s cheaper for everyone than discovering it three months and $150k in.

Common questions.

We're a traditional business, not a tech company. Can you still help?+
That's our flagship work. We specifically help traditional businesses connect their operations and data to AI. You don't need an in-house engineering team to start - that's why you hire us.
How do you make sure AI is using our data, not the public internet?+
Retrieval-augmented generation, vector databases over your documents, scoped tool calls against your CRM or ops systems. AI sees only what you give it access to, and you control what that is. Where required, we deploy in your own cloud account.
What does this cost?+
The audit is always fixed-price - we quote it precisely after a 30-minute discovery call. The number depends on your business: how many interviews we need to run (founder, COO, ops lead, customer success, etc.), how many departments are involved, the size and complexity of your existing tech stack, and how much data integration work the opportunity map will need to model. Roadmap deliverable is included. Build phase is scoped from the roadmap with fixed-scope fixed-price phases. No T&M. No hidden meeting fees. You decide what to ship and what to defer.
Which AI models do you use?+
Whichever is the best fit and the most current. We stay model-agnostic via OpenRouter so we ride the curve as the space moves - Claude, GPT, open-weight models, frontier or specialised - chosen per use case. You're not locked into yesterday's choice.
What about data privacy and security?+
We use AI configurations that don't train third-party models on your data. We can deploy in your own AWS/GCP/Azure account if required. All of this is detailed in the Project Agreement. See also our Privacy Policy.
Will my team be able to maintain what you build?+
Yes - and we plan for it from day one. Code in your repo, documentation, schema in version control, and a handover process. We can also stay on as a retainer if you want continuous improvement.

Find out what AI looks like for your business.

30-minute discovery call. We’ll talk through your operations, your data, and where AI moves the needle - or doesn’t.

No NDA. No slide decks. No PM in the meeting.