Bespoke ML and LLM systems trained, fine-tuned, and operated against your data, your constraints, and your customers.
Who this is for
We build teams around modern engineering ecosystems ensuring every developer is aligned with your stack, workflows, and delivery standards.
Foundation Models
Prompt Design
Retrieval Systems
Fine-tuning
Every engagement is led by senior practitioners. You meet them in the pitch; they ship the work.
Open and closed model evaluation, fine-tuning, LoRA, distillation, and full pretraining where it pays off.
Production-grade retrieval over your docs, tickets, code, and structured data — with citations and fallbacks.
Vision, speech, OCR, and structured + unstructured fusion — applied to real customer flows.
Domain-specific eval suites, red-team harnesses, and policy-aware guardrails — wired into CI.
Model registry, A/B routing, autoscaling inference, and cost-aware serving on GPU or CPU.
Token-level tracing, drift detection, and per-feature cost attribution — not just dashboards.
On medication name extraction for a HealthTech client — measured against a 5k-row gold set.
Custom assistant deployment at a top-5 Indian private bank reduced AHT by 37%.
Clinician chart review accelerated 11× with no drop in accuracy on flagged cases.
Numbers are real, names are sometimes changed at the client's request.
Challenge — Generic LLM APIs couldn't hit accuracy on domain-specific contracts — fine-tuning attempts stalled without eval discipline.
What we did — Custom model with golden-set evals and regression gates. Extraction F1 improved from 71% to 93% on production docs.
Challenge — Clinical note summarisation needed on-prem inference and strict PHI handling — cloud APIs were non-starters.
What we did — On-prem inference stack with de-identification pipeline and clinician review UI. Deployed to 12 hospitals in phase one.
Rarely — fine-tuning, RAG, and adapter methods deliver better ROI for most enterprise problems.
Yes — most engagements run entirely in your cloud account, with no data leaving your boundary.
Every engagement starts with a domain-specific eval set; we report against it weekly.
Free consultation
Drop your requirement and our expert will analyze further
Outlining it, we will build roadmap and connect with you
Further, finalize the approach and begin implementation
A 30-minute call with a senior engineer. No sales theatre — just a real assessment of fit, scope, and timeline.
