Two ways we work

Every engagement starts with a problem worth solving. We work across two channels depending on what you need - both grounded in AI and built to last.

AI data pipelines

AI models give different answers to the same question. For a pipeline to be useful in production, its outputs need to be consistent enough to act on. We build the scaffolding that makes that possible: eval frameworks, deterministic scoring rules and audit trails from day one.

Prompt evaluation

Test suites that score every prompt version before it goes live. Code graders check output structure and field validity. Model graders assess reasoning quality and confidence accuracy. Only versions that beat a defined threshold reach production.

Structured data extraction

Pull structured fields from unstructured sources: trade documents, ad performance feeds, compliance reports, order data. Every field mapped, validated and stored in Postgres.

Deterministic scoring

Rules-based engines layered on top of AI extraction. Anomaly detection, duplicate flagging, threshold-gated recommendations. Scores are reproducible and auditable because they don't come from the model.

Reporting and delivery

Daily digests, interactive dashboards, natural language query interfaces and bot-delivered summaries. Output goes where your team already works, not into a portal nobody opens.

Typical stack

Claude API (Sonnet for analysis, Haiku for grading)
n8n or custom workflow orchestration
PostgreSQL for structured storage
Deterministic scoring engine
Discord, React or HTML for delivery
Full audit logging

AI-enhanced ecommerce

Full Shopify builds with AI woven into the fabric - not bolted on as an afterthought. From custom storefronts and subscription architecture to SEO campaigns and AI-driven performance insights.

Custom Shopify development

Theme builds, custom Liquid components, cart systems, subscription integration and inventory automation. Not templates - purpose-built for your business.

Technical SEO

Schema markup, crawl optimisation, content architecture and ongoing keyword strategy. Built into the site from day one, not retrofitted.

International shipping

DDP shipping configuration, multi-currency support, carrier integration and compliance for cross-border DTC brands.

AI-driven reporting

Performance dashboards that go beyond Shopify's built-in analytics. Search console data, sales trends, SEO visibility and actionable recommendations.

Typical stack

Shopify + custom Liquid theme
Appstle for subscriptions and bundles
EasyPost / DHL eCommerce for shipping
Google Search Console + Semrush
Custom HTML reporting dashboards
Shopify Flow for automation

Straightforward engagement

No drawn-out discovery phases or decks full of buzzwords. We move quickly from understanding your problem to building the solution.

01

Scope

We talk through the problem, map the documents or systems involved and define what the solution needs to do. This usually takes one or two conversations.

02

Build

We ship working components fast and iterate with real data. You see progress in days, not weeks. Every build decision is documented.

03

Support

After launch, we stay on for ongoing support, optimisation and expansion. Monthly retainers available for clients who need continued development.

Ready to talk?

Tell us about the problem. Whether it's a pipeline, a store or something in between, we'll let you know how we can help.

Get in Touch