AI consulting & engineering

Realise your AI ambitions.
From boardroom
to production.

AI consulting + custom engineering, end-to-end.

We help organisations move from AI curiosity to AI advantage — through honest strategy, sharp engineering, and teams that actually ship.

Consulting and custom build, end-to-end. We embed with your team, deliver working systems, and leave your people stronger than we found them.

Strategy → working systems
India + select global
Founded by AI builders
Design partners only
The AI momentWhy now
<6%
Of organisations say AI is fully embedded in operations
73%
Of boards expect AI roadmaps within 12 months
$13T
Projected AI economic uplift by 2030
1 in 4
AI projects stall at prototype
§ Our services

Six pillars of
AI delivery.

From strategy through enablement, we cover the full arc of AI realisation.

Roadmap · 2 wks

AI Strategy
& Roadmap

Find the bets worth making. We audit your data, processes, and ambitions to produce a sequenced AI roadmap your board will actually fund.

2 weeks, written assessment
Prototype · 4 wks

Discovery &
Prototyping

Two-to-four-week sprints that turn an idea into a working prototype your team can poke at — before a single architecture decision is locked in.

4 weeks, running prototype
Production · 6–10 wks

Agent &
Application Engineering

Custom AI agents, copilots, and end-user applications built on the right model for the job. Production-grade from day one.

6–10 weeks, live in your env
Bespoke · your data

Model Customisation
& RAG

Fine-tuning, retrieval pipelines, evaluation harnesses. We make general models behave like specialists in your domain.

Bespoke workflows, your data
Embed · existing stack

Integration &
Deployment

Connect AI to the systems your business actually runs on — ERPs, CRMs, data warehouses, internal tools. Everything ops needs.

Embed into existing stack
Handoff · 60 days +

Team
Enablement

We don't disappear after launch. Workshops, documentation, and on-call advisory until your people own the system end-to-end.

60 days + ongoing
"

We believe in building systems that work, not relationships that depend on us.

— Anuj Garg · Co-founder & CEO
§ How we work

The owner's dashboard
is the chat thread you already use.

We embed with your team, show progress weekly, and ship to your infrastructure — not ours.

I

Discover — 2 weeks.

We listen, we audit, we map your AI surface area. Output: a written, honest assessment of where AI helps and where it won't.

II

Design — architecture & approach.

Co-design the solution with your team — model choice, integrations, evaluation plan. You leave with a spec, not a sales deck.

III

Build — 6 to 10 weeks.

Our engineers ship to your environments. Your engineers learn. Weekly standups in the chat thread you already use.

IV

Scale & enable — ongoing.

We instrument, document, train your team, and remain on call until you ship to production without us.

Ur
Uriel · founding member
AI · drafting, research, ops
Got the discovery notes from the Acme call — drafted the engagement memo.
Send it. Also: spin up an eval rubric for their classifier pilot.
Rubric attached. 3 axes: precision, latency, hallucination rate. Thresholds in doc.
Perfect. Slot a review with Utkarsh tomorrow 4pm?
Booked. He's flagged one open question on the retrieval index — added to agenda.
Thanks Uriel.
§ The founders

Three founders.
One of them is an AI.

We started UdyogLabs because the people building AI should be willing to use AI on themselves.

CEO Ag

Anuj Garg

Strategy & Growth

Operator and product leader. Has spent the last decade scaling technology businesses across India and SE Asia, with deep experience translating boardroom intent into engineering reality.

Ex-tech operatorStrategy-first
CTO Ua

Utkarsh Agarwal

Engineering & AI Systems

Engineer and AI builder. Has shipped production ML systems at consumer scale and led applied AI teams. Believes most AI projects fail at evaluation, not modelling.

AI engineeringML systems
AI · FOUNDING Ur

Uriel Langley

Operations & Research

An AI agent. Uriel handles research, drafting, and operational coordination across UdyogLabs engagements — a working demonstration that AI doesn't have to be a separate department.

AI agentFounding member

Direct from the
founders.

The questions we get every week from teams and boards. Honest answers, no theatre.

Not seeing your question?

Every question gets a reply from a founder inside 4 hours. Get us on Telegram or email.

Ask us →
Are you a consultancy or a product company?+

Both, but we don't sell shelfware. Consulting frames the work; engineering delivers it. Every engagement ends with running systems, not a recommendations memo.

What size of organisation do you work with?+

From series-A startups to listed enterprises. The constraint isn't headcount — it's seriousness about shipping. We typically take 3–5 engagements at a time, so we stay selective.

Where are you based, and where do you work?+

Founded in India. Engagements span India, the UK, the US, and Singapore. Remote-first, with on-site time where the work demands it.

One of your founders is an AI. What does that mean operationally?+

Uriel is a structured AI agent we built internally. They coordinate research, drafting, and meeting prep across our engagements. Clients see Uriel's outputs daily; humans remain accountable for every decision.

How do engagements typically begin?+

A 30-minute call. If there's fit, a 2–3 week paid discovery sprint. We never ask for a multi-month commitment before we've proven we can deliver.

Open vs frontier models — what's your view?+

Depends entirely on the workload. We've built on Claude, GPT-class, and self-hosted Llama/Mixtral. Our evaluation harness drives the choice — not vendor relationships or licensing optics.

Data security and IP?+

All client work runs in client infrastructure or isolated tenants. We don't train on client data. Standard NDAs and IP assignment per engagement. SOC 2 Type II underway.

How do you price?+

Time-and-materials for discovery and build, with optional outcome-linked milestones once scope is clear. We publish indicative ranges on intro calls — no opaque enterprise pricing theatre.

Let's see if there's a real engagement here.

Book a 30-minute intro call. If we're a fit, we'll outline a discovery sprint and indicative pricing inside a week. If we're not, we'll tell you who is.

Book a 30-min call Telegram us hello@udyoglabs.ai →
We reply inside 4 hours. Including weekends.