Service · 01

— AI & Software

AI & custom
software.

We build production AI applications and custom software for organizations that need serious engineering without enterprise overhead.

— Flagship build

In production · 2026

Korneva —
our flagship build.

A multi-tenant AI compliance research copilot for accounting, legal, and regulated firms. Cited answers from CRA, FINTRAC, OSC, and your own documents. Hybrid retrieval, authority-aware reranking, audit-ready, Canadian-hosted.

— 01 / What we build

Four kinds of work,
one philosophy.

i.

AI copilots & retrieval

Retrieval-augmented generation (RAG) platforms that answer questions grounded in your own documents — with citations, evidence boundaries, and audit trails. Built for industries where answers need to be defensible.

ii.

Document understanding

Ingestion, classification, and extraction from PDFs, Word, Excel, PowerPoint, email, and scanned images. OCR fallback, metadata normalization, and tenant isolation built in.

iii.

Internal tools & automation

The spreadsheet that should be an application. The manual process that could be a workflow. The form that should trigger an alert. The unglamorous software that saves teams hours every week.

iv.

AI-powered applications

From image generators to agentic assistants — if there's a practical AI use case, we can design and ship it.

— 02 / How we work

Three phases.
No surprises.

011–2 weeks

Discovery

We map your problem, constraints, and success criteria. You get a written scope, fixed-price estimate, and clear timeline — or an honest 'we're not the right fit.'

024–12 weeks typical

Build

Iterative delivery with working software at each checkpoint. No six-month waterfalls. You see progress weekly.

03Plus optional support

Launch & handoff

Production deployment, documentation, and optional ongoing support. Code is yours, infrastructure is yours, no vendor lock-in.

— 03 / Stack

What we build with.

Backend

  • Python
  • FastAPI
  • PostgreSQL + pgvector

Frontend

  • TypeScript
  • Next.js
  • React

AI

  • OpenAI
  • Open-source models
  • RAG, embeddings

Infrastructure

  • AWS (ECS, RDS, S3)
  • Terraform
  • Cognito

Data residency

  • Canadian by default
  • AWS ca-central-1

Languages

  • English
  • French

— 04 / Industries

Where our work fits.

Our AI platform is adaptable across regulated and document-heavy industries — any environment where correctness and traceability matter.

Accounting & professional servicesLegal & complianceNon-profits & community organizationsEducation & early childhoodPublic sectorFranco-Canadian organizationsInsuranceHealthcare compliance

— 05 / Next step

Ready to scope
a project?

Tell us what you're working on. We'll reply within two business days with honest feedback on whether — and how — we can help.

Start a project