Call Now WhatsApp
/// HOW WE WORK

Services & Engagement Models

From quick PoCs to long-term research partnerships — structured for every scale.

ENGAGEMENT MODELS

Pick the Right Shape

Four proven engagement models tailored to the scope, uncertainty and timeline of your problem.

// MODEL A
6 weeks · fixed scope

Proof-of-Concept

Prove feasibility. We scope a narrow hypothesis, gather representative data, train candidate models and deliver a technical report + runnable code. You decide what to do next.

Fixed scopeLightweightFast signal
Get Started
// MODEL B
3-6 months · milestone-based

Production Deployment

Ship it for real. Starting from a validated concept, we build production pipelines — data ingestion, model serving, monitoring — and hand over a system your team can own.

MLOpsMonitoringHandover
Get Started
// MODEL C
12-36 months · research partnership

Research Partnership

Long-horizon collaboration with joint publications, shared IP and deep domain immersion. Ideal for hard problems that require sustained exploration over years, not quarters.

Joint IPPublicationsDeep work
Get Started
// MODEL D
1-2 days · workshop format

AI Strategy Advisory

Executive workshops and feasibility audits. When you need honest strategic input — including whether AI is the right tool at all — before committing to a larger engagement.

StrategicWorkshopHonest
Book Workshop
WHAT'S INCLUDED

Every Engagement, Every Time

Documentation

Architecture diagrams, model cards, runbooks and team-handover sessions included.

Owned Code

Every line lives in your repository. You own it, you can modify it, no lock-in ever.

Weekly Demos

Live progress check-ins every week — no black-box surprises, ever.

Post-Launch Support

60 days of free support after deployment with optional retainers.

FAQ

Common Questions

We work on engagements ranging from 1-week data audits and 6-week proof-of-concepts up to multi-year research partnerships with dedicated teams. Most of our work falls in the 3–6 month production deployment range.

Both. We often augment in-house teams as specialists for a specific phase — research exploration, scaling, productionization — and sometimes operate as the full ML function for companies that don't yet have one.

Yes — and we'll tell you honestly if it isn't. Our AI Strategy Advisory engagements are specifically designed for this. We'd rather save you from a failed ML project than sell you one.

You own everything. Code is delivered to your Git repository, models to your model registry, data to your cloud or on-prem storage. Full documentation and handover sessions included. No vendor lock-in, no platform fees.

Yes. We routinely work with sensitive agricultural, health and business data. Engagements can be fully on-premise or air-gapped when required. We sign NDAs and follow data-handling protocols aligned with India's DPDP Act and GDPR where applicable.
READY TO START

Have a Specific Problem in Mind?

The best place to start is a 30-minute discovery call. Free, no-obligation, and usually enough for us to tell you whether we're a fit.