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AI & Intelligent Systems

Agentic AI Systems

Autonomous workflows across your stack.

Enterprise AI Copilots

Domain assistants on your data.

AI Workflow Automation

Replace operational overhead.

RAG & Knowledge Systems

AI search across your corpus.

Computer Vision

Quality, safety, surveillance AI.

Software & Infrastructure

AI Infrastructure & GPU

Private clusters, inference, on-prem.

Enterprise Software

Custom platforms, dashboards.

ERP & Operations

ERPNext, Odoo, custom ERP.

Zero-trust, AI security audits.

Lakehouses, ETL, analytics.

Frontier Engineering

Industrial & autonomous systems.

Ground systems, telemetry, mission ops.

Hybrid Education

AI-native learning platforms.

Autonomous Vehicles

Perception, planning, fleet AI.

Plant Automation

MES, SCADA, industrial AI.

The Readiness Assessment

A 5-day engagement that maps your data, surfaces high-ROI AI candidates, and recommends a pilot — fixed price.

Regulated

Banking & Finance

Risk, ops, KYC, treasury.

Clinical AI, RCM, patient ops.

Government & Defense

Sovereign AI, secure deployments.

Hybrid learning, content ops.

Operations

Predictive ops, supply chain AI.

Retail & E-commerce

Personalization, inventory.

Route, fleet, warehouse AI.

Plant intelligence, BIM AI.

Emerging

Energy & Utilities

Forecasting, grid intelligence.

AVs, fleet, urban systems.

Ground systems, mission ops.

Professional Services

Knowledge AI, drafting, ops.

Tier-1 bank cuts reconciliation 92%

Agentic reconciliation across 14 source systems — six-week pilot, full rollout in one quarter.

Strategy & Engineering

AI Transformation Consulting

Strategy → roadmap → implementation.

Custom AI Engineering

Bespoke models, fine-tuning, evals.

MLOps & Evaluation

Production observability + safety.

Run & Operate

Managed Cloud & Infra

24/7 ops, SLAs, cost optimization.

Security & Compliance

SOC 2, ISO 27001, audits.

Embedded AI Teams

Senior engineers, embedded with yours.

Venture & R&D

Build/spin-out AI ventures.

Applied Research

Partnerships with research labs.

Readiness Assessment

5-day fixed-price discovery.

Private AI on dedicated GPUs

Frontier-class models on isolated infrastructure — your data never leaves the perimeter.

Explore the stack

Read

Production deployments at scale.

Engineering Writing

Field notes from the team.

Long-form on AI, infra, ERP.

Build

Eval harnesses + utilities.

Reference Architectures

Battle-tested blueprints.

Implementation guides.

Trust

Security & compliance posture.

Live SLA & incident history.

Field notes: agentic eval at production scale

How we ship and operate eval harnesses for systems running ten-million-plus actions a month.

Read the write-up

Who we are

India's 1st IIT-IIM AI venture studio.

Founder & Director

Rohit Wakode · IIT Bombay · GLC Mumbai.

Vision & Mission

What we're building toward.

Engineering Philosophy

Systems thinking, deeply applied.

People & ventures

Senior engineers only.

Ventures Portfolio

4 unicorns. $500M+ follow-on.

Coverage, kits, statements.

Talk to engineering directly.

Rohit Wakode — Founder & Director

B.Tech IIT Bombay · LLB GLC Mumbai. Building intelligent enterprise systems in India since 2014.

Read the profile

Service · 07

Venture Studio

Build / spin-out / back deep-tech AI ventures — four unicorns formed.

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Deneural is a venture studio as much as a services firm. We co-found, build, and back deep-tech AI ventures — bringing the engineering most founders can't hire on day one.

It's the same studio that's helped form four unicorns and brought $500M+ in follow-on into its portfolio.

FormatCo-found / build / back

Track recordFour unicorns formed

OutputA venture, engineered to last

EntryPartnership discussion

01 — What's included

Build, spin out, and back AI ventures.

/ 01

Co-founding

We build alongside founders — team, product, and tech from the start.

/ 02

Engineering muscle

Senior engineering most early ventures can't yet hire.

/ 03

Productisation

From idea to shippable product, fast.

/ 04

Go-to-market support

Positioning and early-customer engineering.

/ 05

Backing

Capital and follow-on support through the network.

/ 06

Spin-out

Standing up ventures as independent companies.

02 — How we engage

From first call to production.

01

Explore

02

Build

03

Launch

04

Scale / spin out

STEP 01

Explore

We assess the idea, market, and fit for a studio build.

STEP 02

Build

We co-found — assembling team, product, and technology.

STEP 03

Launch

Ship to first customers with real engineering behind it.

STEP 04

Scale / spin out

Stand the venture up independently, with backing.

03 — Where it pays

Use cases.

Co-founding venturesEngineering muscleProductisationGo-to-marketBacking & follow-onSpin-out

04 — Engineering

Stack & standards.

We bring

Senior engineering

Studio process

Network

Stages

Idea validation

Build

Launch

Spin-out

Track record

4 unicorns formed

$500M+ follow-on

Since 2014

05 — Outcomes

What good looks like.

4

Unicorns formed

From the studio's portfolio.

$500M+

Follow-on

Brought into portfolio companies.

Engineered

To last

Real tech from day one.

06 — Questions

Answers, before you ask.

Do you only invest, or build?

We co-found and build — bringing senior engineering and studio process, not just capital.

What stage?

From validated idea through launch and spin-out, with backing along the way.

What's the track record?

The studio has helped form four unicorns and brought $500M+ in follow-on into its portfolio.

Ready when you are

Let's talk about Venture Studio.

Start with a fixed-price 5-day Readiness Assessment or a 6-week pilot. Senior engineers, measurable evals, and a system you own on handover.

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