Solution patterns
Most of the work we are asked for falls into a few recognisable shapes. These patterns show what a first release usually contains and where it tends to grow next. Each one is shaped around your workflows, data sources and stage of growth.
Data platform
Connect APIs, databases, spreadsheets and external feeds into a governed reporting layer your team can trust. Definitions live in one place, refreshes are monitored, and every number can be traced to its source.
Web & app
Ship a clean interface for customers, operators or administrators with forms, user flows, integrations and analytics. Built around one complete user journey first, then extended as the process matures.
AI & automation
Give a team a controlled assistant over documents, structured data and workflow APIs, with answers grounded in source context and actions limited to what has been approved.
Migration
Move reporting off legacy databases, extracts and spreadsheets into Snowflake or BigQuery without losing the numbers people already rely on. Discovery first, then layers, then a cutover justified by evidence rather than a date.
Data quality
When two systems disagree every month, the fix is a layer that compares them on a schedule, explains the difference and records any adjustment. The source data stays immutable; the corrections sit above it with an audit trail.
On-chain data
For teams whose data lives on several networks, a warehouse-backed ledger that consolidates activity into consistent, valued and categorised records that finance and operations can query like any other dataset.
Two more common shapes
A weekly report assembled from four systems, invoices pushed from one tool to another, records reconciled by hand. We automate the repeatable steps, keep review where judgment is needed, and make failures visible with logs and alerts.
Workflow automationWhen the shape of the work is still emerging, an embedded data, software or AI consultant working in your tools and your hours is often the fastest route. Capacity, responsibilities and overlap are agreed before the start.
IT staff augmentationHow a pattern becomes a project
One report, one journey, one hand-off, one knowledge set. Enough to matter, small enough to judge in weeks.
What "working" means: which records, how fresh, who can see what, what happens on failure.
A working release with documentation and monitoring, then a conversation about the next useful increment.
Which pattern fits?
Bring the goal, the systems involved and your preferred working hours. Thirty minutes is enough to propose a sensible first milestone.
