Islamabad, Pakistan · est. 2026
We build production-grade AI tools where mistakes are expensive — legal research, regulated industries, complex retrieval. No demos that fall over in real use; verifiable systems shipped to working professionals.
Now accepting
OpenWe take on a small number of deep engagements at a time. If you have a workflow that needs careful AI engineering — and you can describe what success looks like — we would like to hear from you.
Start a conversation01 — Approach
The interesting bit of AI engineering is not the model call. It is the boring scaffolding around it — ingestion, retrieval, eval, telemetry, cost control, failure modes. We treat that scaffolding as the product.
We avoid the lure of frontier features that look great in a demo and fall apart on the third real query. If a workflow needs to be reliable in front of a partner at a law firm, we build for that bar, not the keynote bar.
Engagements run with the founder in the build — not a sales seat between you and the work.
02 — Capabilities
Domain corpora · vector search · citation discipline
Ingestion pipelines for messy real-world corpora (PDFs, scans with OCR, half-broken HTML), embedded with task-appropriate models, queried with multi-query and re-ranking strategies. Outputs that cite their sources so users can verify, not just trust.
Legal · finance · regulated industries
Tools built for one job, done well — contract review, opinion drafting, regulatory letter generation, document comparison. We work closely with practitioners and shape the interface around the actual workflow rather than a generic chat box.
Routing · evals · production hardening
Picking the right model per task instead of one-size-fits-all. Building eval harnesses so you can tell whether an upgrade actually improved your product. Production-grade observability, cost controls, and graceful degradation when an upstream API is having a day.
03 — Contact
Tell us about the workflow, the stakes, and the constraints. We respond inside two business days with either a concrete plan or an honest "this is not a fit."