Featured
The Readiness Assessment

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

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Case study
Tier-1 bank cuts reconciliation 92%

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

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New
Private AI on dedicated GPUs

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

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Latest
Field notes: agentic eval at production scale

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

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Founder
Rohit Wakode — Founder & Director

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

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Diverse but capable · est. 2014
Engineering AI-native systems · IIT-IIM venture studio

Intelligent enterprise systems for the AI era.

Deneural designs, builds, and operates AI-native software, infrastructure, ERP, robotics, and frontier-tech ventures — engineered to run inside your perimeter, on your data, with your people.

DN · core
Agent · Treasury Ops
Status● Live
Tasks/min1,284
ERPNext · Manufacturing
Orders synced14,602
Discrepancies3
Private AI Infrastructure

Frontier models on your perimeter.

Private GPU clusters, dedicated inference, isolated networking — operated 24/7 by senior SREs. Your data never leaves the boundary.

cluster · mum-west-1 · live topology
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Active30/32 GPUs
Throughput14.2k tok/s
Cost / 1M tok$0.28
ERP & Operations

ERP that thinks. Operations that compound.

ERPNext, Odoo, and custom ERP for manufacturing, finance, retail, and services — layered with AI agents that automate the work between the screens.

erp · manufacturing · ops dashboard
Work orders
428
▲ 12.4%
On-time
96.8%
▲ 2.1pp
Inventory turns
8.4×
▼ 0.3
AI resolved
73%
▲ 18pp
Cash
$2.4M
▲ live
OEE
84.2%
▲ 1.6pp
Production trend · 14d
Robotics & Plant Automation

Industrial automation, end to end.

From perception stacks for cobots to plant-wide SCADA-to-AI bridges. We build the systems that move atoms — not just bits.

cobot-04 · live telemetry
Joint accuracy±0.04mm
Cycle time2.4s
Uptime · 30d99.94%
SpaceTech

Ground systems for space-bound missions.

Telemetry pipelines, mission-control software, anomaly detection for satellites and launch ops. Aerospace-grade engineering — without aerospace-grade procurement.

SAT-04apogee · 502km
link● locked
T+00:14:22
Trusted by teams at
Tagline

We are diverse — but capable, on every front we choose to enter.

Agentic AI Enterprise Software ERP Operations AI Infrastructure Cybersecurity Robotics Plant Automation Autonomous Vehicles SpaceTech Hybrid Education Computer Vision Venture Studio

Most firms specialise narrowly because they have to. We chose breadth deliberately — and earn the right to be in each space through senior engineering, evaluation rigour, and a refusal to ship anything we wouldn't operate ourselves.

Read our engineering philosophy

01 — Capabilities

Twelve disciplines. One engineering culture.

Every discipline ships with the same standard: production code, evaluation, security review, and a senior engineer on call.

/ 01

Agentic AI Systems

Autonomous agents that read, reason, and write across your operational tools — with HITL where stakes warrant it.

LangGraphTool-useHITL
/ 02

Enterprise AI Copilots

Domain-grounded assistants connected to your data with strict access boundaries.

RAGEval-drivenRBAC
/ 03

Workflow Automation

Replace repetitive operational overhead with deterministic + AI hybrids that survive audit.

Temporaln8nCustom
/ 04

AI Infrastructure

Private GPU clusters, model serving, vector stores, observability — in your cloud, colo, or ours.

H100 / H200vLLMOn-prem
/ 05

ERP & Enterprise Software

ERPNext, Odoo, and custom platforms — designed to be extended with AI from day one.

ERPNextOdooCustom
/ 06

Cybersecurity

AI security audits, zero-trust deployments, SOC 2 / ISO 27001 readiness, posture management.

SOC 2ISO 27001Zero-trust
/ 07

Robotics

Perception, planning and control stacks for cobots, mobile robots and inspection systems.

ROS 2CVSLAM
/ 08

Plant Automation

MES, SCADA, IIoT and AI bridges that turn industrial data into operational decisions.

SCADAMESOPC-UA
/ 09

Autonomous Vehicles

Perception, planning, fleet orchestration and AV simulation for industrial AVs.

LiDARSim2RealFleet AI
/ 10

SpaceTech

Ground systems, telemetry pipelines and mission-control software for space-bound payloads.

TelemetryMCSOps
/ 11

Hybrid Education

AI-native learning platforms with content ops, assessment AI, and outcomes intelligence.

LMSContent AIAssessment
/ 12

Venture Studio

We build, spin out and back deep-tech AI ventures — four unicorns and $500M+ in follow-on.

IIT-IIM4 unicorns$500M+
02 — Industries

We work where the stakes are real.

Sectors with regulatory complexity, operational volume, or margin pressure that make AI-native infrastructure measurably valuable.

03 — Why Deneural

A different kind of venture studio.

Founded by IIT-IIM entrepreneurs, Deneural Ventures Private Limited is India's first AI-native venture studio. We have helped form four tech unicorns and brought in approximately $500M+ in follow-on investments through our portfolio.

  • Senior-only engineering. Every engineer has shipped to production at scale — no staff-aug, no graduate ladders.
  • Fixed-price pilots. 5-day discovery or 6-week pilot, with success criteria written before kickoff.
  • Owned-and-operated. We host on our infrastructure where you want us to — same SLAs, lower TCO.
  • Knowledge transfer. Contractually built into every milestone. Your team owns it day one of handover.
Read the engineering philosophy
/ 01
4
Unicorns formed
Four portfolio companies have crossed the billion-dollar valuation mark.
/ 02
$500M+
Follow-on investment
Brought into our portfolio companies after Deneural's early backing.
/ 03
12
Disciplines, one team
From agentic AI to SpaceTech — diverse but capable.
/ 04
2014
Year of focus on neural systems
Founder shifted to neural networks a decade ago, well before the hype cycle.
04 — Engagement

How we work: five movements, no surprises.

/ 01

Discovery

Architecture review, data audit, identification of 3–5 high-ROI candidates.

5 days · fixed price
/ 02

Pilot

One candidate, built end-to-end against measurable evals. No prototype that can't ship.

6 weeks · fixed price
/ 03

Production

Harden, scale, integrate with identity, observability, change management.

8–12 weeks · T&M
/ 04

Operate

24/7 SRE for the systems we built — or transition to your team with runbooks.

Ongoing · SLA
/ 05

Compound

Quarterly architecture reviews; new candidates emerge from the systems we already run.

Quarterly · embedded
05 — In production

Tier-1 bank · agentic treasury close.

14 source systems. 11M monthly transactions. A reconciliation team that closed each month with five-figure exception counts. We deployed agentic reconciliation on dedicated GPUs inside the bank's perimeter. Six-week pilot. Quarter-long rollout.

Read the case study
Reconciliation time
↓ 92%
11 days → 18 hours
Exceptions / month
↓ 87%
14,200 → 1,850
Team hours saved
12,400/yr
3 weeks per analyst
Audit findings
0
First close post-deploy
SectorTier-1 Banking
RegionAPAC + EMEA
StackLlama 3.1 70B · vLLM · Temporal · ERPNext
HostingOn-prem · Deneural Managed
06 — Questions

Answers, before you ask.

/ 01How does Deneural differ from a typical AI consultancy or SI?
We're an engineering company that operates what we build. Every engagement ends with a system in production with measurable outcomes — not a deck. We staff senior-only and stake our fees on milestones, not hours.
/ 02Can we host frontier models inside our own perimeter?
Yes. We deploy open-weight models (Llama 3.3, Qwen 2.5, DeepSeek-R1, Mistral) on dedicated GPUs in your cloud, colo, or Deneural's facilities — with strict network isolation, BYO KMS, and full audit logging.
/ 03What does a typical engagement cost and how long does it take?
Our 5-day Discovery is fixed-price and modest. A 6-week Pilot is fixed-price. Production hardening is typically a quarter, T&M. Managed operations follow standard MSA pricing tied to SLAs.
/ 04Do you only do AI, or also ERP / robotics / SpaceTech?
All of the above. We are diverse but capable — a deliberately broad venture studio with deep engineering in each domain. ERP, robotics, plant automation, autonomous vehicles, SpaceTech, and hybrid education sit alongside our AI work.
/ 05What about security, compliance, and data governance?
We design to SOC 2 / ISO 27001 / HIPAA / RBI / GDPR depending on jurisdiction. Default architecture is zero-trust: mTLS service mesh, BYO KMS, no public ingress to model endpoints.
/ 06Who actually does the work?
Named senior engineers. Tech lead (8+ years), principal architect (12+ years), 2–4 senior engineers. You meet the team in week one; they're still on the project in week twenty.
Ready when you are

Engineer the
next decade of your operations.

Start with a 30-minute architecture conversation. Bring one problem you can't solve with the team you have. We'll tell you whether AI is the answer — honestly.

/ Track 01

The Readiness Assessment

Five-day fixed-price engagement that maps your data, surfaces AI candidates, and recommends a pilot.

Read the brief
/ Track 02

The 6-Week Pilot

One high-ROI candidate, built end-to-end on your data with measurable evals.

See sample pilots
/ Track 03

Managed AI & Infra

Private GPU clusters, model serving, 24/7 operations. We run it; you use it.

Inspect the stack