//fiLAB.ai

U imagine IT, we create IT

fiLAB.ai is an IT and R&D consultancy run by working engineers — a decade of shipping systems for auditing, finance, logistics, telecoms and research.

//For IT leadership

Architecture that serves the business, not the diagram

Advice and leadership for organisations whose IT estate has outgrown its original design.

01

Architect as a service

We sit inside your team as architect and tech lead: we set the target state, make the technical calls, and argue with vendors and partners on your behalf.

02

Engineering & product leadership

We lead engineering teams day to day — and take the product ownership with them, from process analysis through every delivery.

03

Cloud & SRE

We move systems onto AWS, Azure, GCP or Cloudflare, then run them with reliability discipline — from monitoring to a staffed on-call rota.

04

Platform architecture & APIs

We design and operate Kubernetes platforms — platform-as-a-service included — and shape domains into service mesh, REST, GraphQL, pub/sub and socket APIs.

//For teams that need capacity

Software engineering & data science contracting

We plug in as engineers — from data science to ML/AI-enabled products.

01

Full-stack product engineering

We build web, mobile and back ends — TypeScript, React, Vue, Astro, Kotlin, Flutter, Swift, Qt and OpenGL on the client; Spring, ZIO, Akka, Django and two decades of Python on the server.

02

Data & ML/AI platforms

We assemble streaming and batch pipelines on ClickHouse, Kafka, Flink, Spark, Airflow, Iceberg and Postgres — and keep the data governable with models, documentation and visualisation people actually use.

03

High-performance & GPU code

We write C, C++, Rust, Fortran and assembly for low-latency and parallel workloads — LLVM/MLIR, CUDA, OpenCL.

04

Multimodal AI

We build retrieval-augmented generation, computer vision and speech-to-text — plus symbolic AI over knowledge bases.

05

Compilers, parsers & graph analysis

We extend compilers such as LLVM, and write parsers together with complex graph and semantic analysis.

06

Salesforce & GIS integrations

We integrate where the business already lives: ESRI, MicroStation and the open-source GIS stack, and Salesforce with its UI framework, Apex and Flow.

//For open research problems

Research & development

01

Product R&D

We take data and software products from prototype — or an unclear problem space — to a validated build in production.

02

Language design & implementation

We design programming languages and extend compilers such as LLVM.

03

Algorithms & symbolic computing

We design algorithms and data structures, drive MATLAB, Maple and Mathematica where standard tooling gives up, and build rule engines, reasoners and optimisation solvers.

How the work starts

The same three steps every time — no procurement maze:

Discovery call

Bring the biggest open question. Half an hour is usually enough to see whether it fits.

Scoped pilot

One defined slice of work, clear exit criteria, a usable result — weeks, not quarters.

Retained or delivered

Long-running advisory, or end-to-end delivery — documented, reviewed and handed over.

Let's talk about the next build

Bring scope and constraints — you get a concrete next step in return.