You've got the idea. We ship the working product.

The shift

From "it mostly works" to "it's engineered to last"

The systems we design and build.

These are the shapes of work we take on. Each one is a real engineering project, not a prompt pack, and each has a failure mode that only shows up in production. That is the part we are hired for.

Hardest

Multimodal biometric verification

Five separate modalities, each its own research and engineering track: palm vein, iris and eye socket geometry, fingerprint, face, and speech. Different sensors, different model architectures, different accuracy and latency tradeoffs, fused into one identity decision with a confidence score you can defend.

Custom-trainedSensor fusionEdge hardware

Very hard

Face recognition at national scale

A recognition pipeline built from first principles rather than wrapped around an SDK: detection, alignment, embedding and one-to-many matching, tuned to hold accuracy at airport throughput. The hard part is not the model, it is holding precision steady as the gallery grows into the millions.

1:N matchingSub-secondMillions of identities

Very hard

Geospatial and satellite intelligence

Ingestion pipelines for satellite imagery, feature extraction from multi-spectral bands, and analytical models that turn raw scenes into something a non-specialist can act on. Cloud masking, revisit gaps and calibration drift are where these projects usually fail.

Multi-spectralCV pipelinesEnvironmental analytics

Hard

Anomaly detection at exchange scale

High-throughput transaction monitoring where the volume is enormous and the false-positive budget is tiny. Statistical detection finds the outliers, then Claude reads each flagged event in context and explains what it appears to be, so the analyst queue becomes a ranked shortlist instead of a wall.

Near-real-timeExplainableHuman in the loop

Hard

Clinical and compliance documentation

A conversation or case file in, the structured record a regulator expects out. Speaker separation, transcription with domain vocabulary rather than generic speech models, then mapping to standardised fields. A human approves before anything commits, and every field links back to its source line.

DiarisationStructured extractionAudit trailHuman sign-off

Hard

Real-time video analytics

Object detection, activity recognition and event triggers running on live camera feeds, at frame rates that make the output useful rather than forensic. Built to survive bad lighting, occlusion and cameras nobody has cleaned in a year.

Object detectionActivity recognitionStreaming

Moderate

Ask your database in plain English

A retrieval layer resolves a plain-language question against your actual schema, Claude writes the SQL, and the answer returns with the query it ran. Grounded in the real table structure, so it cannot invent a column or a join. Reporting answered in seconds instead of a BI queue.

Text to SQLRAGMulti-schema

Moderate

Document and imaging pipelines

Handwriting, scans, forms and photographs turned into clean structured fields your systems accept. The unglamorous work that quietly consumes a back office, and the place where accuracy on the worst ten percent of inputs decides whether anyone trusts the system.

OCRImage processingStructured output

Moderate

Enterprise data harmonisation

Disparate sources reconciled into one analysable layer: schema mapping, deduplication, identity resolution and pipelines that keep working when an upstream system changes shape without telling you.

PipelinesIdentity resolutionAnalytics layer

Approachable

An MCP server for your product

Your product becomes a set of tools Claude can call directly, with permissions approved one tool at a time. Customers stop exporting data to paste into a chat window, and Claude Code and Cowork use your software like any other tool. We have shipped one to production, in the case study below.

MCPAuth and scopesYour cloud

Approachable

Contract and policy intelligence

Long-context review that holds a whole agreement at once instead of sliding a window over it. Flags the clauses that differ from your standard position, explains how, and quotes the paragraph. Useful exactly where a summary is not.

Long contextClause diffingCited output

The Engagement

Start with a consult. Own everything after.

You start with a free 30-minute call. If it's a fit, the consult is a focused, paid engagement that ends with a plan you can act on and working artifacts you keep. Building it is a separate step, and we can do that too.

What you walk away with

Satisfaction.

A product that ships, works, and is yours. Concretely, that means:

More than a vendor

If we believe in it, we don't just build it. We back it.

Most teams ship your MVP and send an invoice. When we love where you're headed, we go further: we invest our own time to help you scale, and we're open to equity or revenue-share when the vision is right. We win when you win.