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Machine-learning consulting, end to end

Strategy, custom models and production MLOps — delivered by a team that ships. We help you decide where AI pays off, then build it.

What we do

From idea to model in production

Custom ML models

Bespoke models for classification, ranking, recommendation and forecasting — trained on your data, owned by you.

Generative AI & LLMs

Retrieval-augmented assistants, copilots and document automation built on open and hosted models.

Computer vision

Detection, OCR and quality-inspection pipelines for manufacturing, retail and logistics.

NLP & document intelligence

Extraction, classification and search over contracts, invoices and unstructured text.

Predictive analytics

Demand, churn and revenue forecasting that plugs directly into your operations.

MLOps & deployment

From notebook to production: pipelines, monitoring, retraining and reliable serving.

Data engineering

Clean, governed pipelines and warehouses that make the rest of AI actually possible.

AI strategy & advisory

Roadmaps, feasibility and build-vs-buy decisions grounded in what will move your numbers.

Engagement

A path that ends in working software

Every engagement follows the same disciplined sequence — and every release passes a clean-room audit.

01

Discovery & audit

We map your workflows, data and goals, then pressure-test where AI genuinely pays off.

02

Solution design

A concrete architecture and scope — what we build, how it integrates and what success looks like.

03

Build & integrate

Iterative delivery with working software each cycle, wired into the tools you already use.

04

Deploy & migrate

Clean-room releases, data migration and cold-boot verification before anything goes live.

05

Support & scale

Monitoring, retraining and a roadmap so the system keeps compounding value over time.

Why teams choose us

Consulting without the black box

You own the models, the code and the data. We build for transparency, sovereignty and speed — the same principles behind our products.

100%

Yours to keep

Models, pipelines and IP delivered to you — no lock-in, self-hostable by default.

Audit

Verified releases

Automated gauntlets and cold-boot checks before anything ships.

India

Context-aware

DPDP, GST and IST built into how we design and deploy.

Get started

Put AI to work in your business this quarter

Explore the Thunder suite, or tell us what you're trying to solve and our team will map the fastest path there.