AI systems for the work finance teams still do by hand.
We design and build AI-powered tools for financial teams — from document processing and data extraction to workflow automation and internal decision systems.
Most financial teams don't need another dashboard. They need the hours back.
Behind every modern finance stack sits a queue of repetitive, error-prone work that software never quite solved. The team picks up the slack — quietly, expensively, every week.
- Bank statement processing01
- Client document review02
- Manual data entry03
- Spreadsheet cleanup04
- Compliance admin05
- Internal reporting06
- Reconciliation prep07
- + the workflow your team hates most
Four practices. One outcome.
Every engagement starts with a workflow, not a model. We pick the smallest useful surface, ship it, then expand.
Document Intelligence
Extract, classify and structure data from PDFs, scans, emails and spreadsheets.
Workflow Automation
Turn repeatable admin into reliable AI-assisted processes.
Internal AI Tools
Custom tools for teams that need speed, control and auditability.
AI Product Prototypes
Rapid prototypes for financial products, portals and client-facing tools.
Website Design & AI
Redesign your practice website and embed AI widgets — client intake, document upload, instant quotes and smart FAQs that actually convert.
Every tool, dashboard and widget we ship is branded and customised to your practice — your logo, your palette, your voice. Your clients see your firm, not ours.
Built for the work that actually fills the week.
Statement → ledger
Convert bank statements into export-ready transaction data.
Convert bank statements into export-ready transaction data.
Onboarding intake
Extract structured data from client onboarding packs.
Extract structured data from client onboarding packs.
Document review
Scan documents and flag missing or inconsistent information.
Scan documents and flag missing or inconsistent information.
Client summaries
Summarise client financial activity into a one-page brief.
Summarise client financial activity into a one-page brief.
Spreadsheet cleanup
Normalise messy spreadsheets into reliable structured tables.
Normalise messy spreadsheets into reliable structured tables.
Internal reporting
Generate internal reports from structured data, on schedule.
Generate internal reports from structured data, on schedule.
AI where it helps. Human control where it matters.
Human-in-the-loop
Reviewers stay in the loop on anything that touches client outcomes.
Confidence flags
Every extracted field carries a calibrated confidence score.
Audit trails
Inputs, prompts, model versions and decisions — all logged.
Secure data handling
Tenant isolation, encryption at rest, ephemeral processing where possible.
Role-based access
Granular permissions across workflows, datasets, and tooling.
No black boxes
Critical decisions are explainable, reproducible, and overridable.
Four steps. No theatre.
Diagnose the workflow
Map the real steps, the people, the rules and the time it eats.
Prototype the automation
Pick the smallest useful slice. Build it. Show it within weeks.
Test with real data
Run on your documents. Measure accuracy, speed, and edge cases.
Deploy and refine
Ship into the team's workflow. Monitor. Iterate. Expand scope.
Statement Processing Engine.
A working example of the kind of tool we ship: takes PDFs, CSVs and scanned bank statements; returns clean, structured transaction data ready for the accounting workflow — with a reviewer in the loop where it counts.
- PDF, CSV and scanned bank statements
- Multi-currency, multi-account
- Per-field confidence + reviewer queue
- Export to Xero, QuickBooks, or CSV
One example of our capability — not the whole business.
Operators, designers and engineers — not consultants.
A small, senior team with the scars to prove it. We've shipped products at scale, run operations, and built AI tools that get used on Monday morning.

Andrew McCracken
Senior product designer, entrepreneur and exited founder with over 10 years helping businesses design and launch intuitive digital products that solve complex user and operational challenges. Background in Interactive Multimedia Design, across startups, consultancy and enterprise — focused on practical, scalable solutions powered by strong UX thinking, product strategy and emerging technology.

Matt Blair
Software architect with over 16 years across industry, consultancy and now leading an independent software studio. Built and led platforms used by millions of customers worldwide. Having researched, written about and built AI products for several years, he's well positioned to help businesses adopt AI in practical, durable ways.

Stephen Davidson
Business management specialist with nearly 20 years overseeing high-profile businesses across the UK & Ireland. Stephen brings deep operational experience and a commercial lens — tailoring our AI solutions to maximise success for the firms we partner with.
Bring us the workflow your team hates most.
We'll help you work out whether AI can remove it, reduce it, or make it dramatically faster.
