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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.
Cybersecurity
Zero-trust, AI security audits.
Data Platforms
Lakehouses, ETL, analytics.
Frontier Engineering
Robotics
Industrial & autonomous systems.
SpaceTech
Ground systems, telemetry, mission ops.
Hybrid Education
AI-native learning platforms.
Autonomous Vehicles
Perception, planning, fleet AI.
Plant Automation
MES, SCADA, industrial AI.
Featured
The Readiness Assessment

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

Read the brief
Regulated
Banking & Finance
Risk, ops, KYC, treasury.
Healthcare
Clinical AI, RCM, patient ops.
Government & Defense
Sovereign AI, secure deployments.
Education
Hybrid learning, content ops.
Operations
Manufacturing
Predictive ops, supply chain AI.
Retail & E-commerce
Personalization, inventory.
Logistics
Route, fleet, warehouse AI.
Construction
Plant intelligence, BIM AI.
Emerging
Energy & Utilities
Forecasting, grid intelligence.
Mobility
AVs, fleet, urban systems.
SpaceTech
Ground systems, mission ops.
Professional Services
Knowledge AI, drafting, ops.
Case study
Tier-1 bank cuts reconciliation 92%

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

Read the case
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
Venture Studio
Build/spin-out AI ventures.
Applied Research
Partnerships with research labs.
Readiness Assessment
5-day fixed-price discovery.
New
Private AI on dedicated GPUs

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

Explore the stack
Read
Case Studies
Production deployments at scale.
Engineering Writing
Field notes from the team.
Whitepapers
Long-form on AI, infra, ERP.
Build
Open Source
Eval harnesses + utilities.
Reference Architectures
Battle-tested blueprints.
Documentation
Implementation guides.
Trust
Trust Center
Security & compliance posture.
System Status
Live SLA & incident history.
Latest
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
About Deneural
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
Careers
Senior engineers only.
Ventures Portfolio
4 unicorns. $500M+ follow-on.
Press & Media
Coverage, kits, statements.
Contact
Talk to engineering directly.
Founder
Rohit Wakode — Founder & Director

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

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Infrastructure · Private & Managed

Private AI infrastructure. Your perimeter, our operations.

Frontier-class models, hosted on dedicated GPUs we operate for you — fully isolated networking, your KMS, your audit trail, our 24/7 SRE.

Inference SLO
99.95%
Trailing 12mo
P99 latency
800ms
70B-class models
Cost / 1M tok
$0.28
70B class, average
Daily inferences
47M
Across portfolio
01 — Capabilities

Six pillars of private AI infrastructure.

/ 01

Hardware

H100, H200, L40S, A100 — bare metal or cloud, with auto-bursting to spot capacity.

/ 02

Model serving

vLLM, TensorRT-LLM, SGLang on Kubernetes. Continuous batching, quantisation, KV-cache reuse.

/ 03

Networking

Private link, BYO VPC, mTLS service mesh, no public ingress by default.

/ 04

Observability

Per-request tracing, token-level cost attribution, drift & safety monitoring.

/ 05

Security

BYO KMS, model isolation, prompt-injection defense, full audit log retention.

/ 06

SRE

24/7 on-call. Quarterly DR drills. Capacity planning with auto-bursting policies.

02 — Models supported

Open & frontier, on your perimeter.

Open-weight
Llama 3.1 / 3.3Qwen 2.5DeepSeek-R1Mistral / MixtralFalcon
Inference engines
vLLMTensorRT-LLMSGLangOllamaTriton
Embeddings & retrieval
pgvectorQdrantElasticsearchDuckDB
Cloud / colo
AWSGCPAzureBare metalCtrlS · Equinix
Networking
CiliumLinkerdIstiomTLS
Frontier (routed)
ClaudeGPT-4o / o-seriesGemini

Operate frontier AI inside your boundary.

Talk to engineering about capacity, sizing, and migration timelines.

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