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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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Resources · Read / Build / Trust

Field notes from the team.

Engineering writing, case studies, open-source contributions, and trust artefacts. Updated when we have something to say — not on a content calendar.

01 — Case studies

Production deployments, measurable outcomes.

/ Banking

Tier-1 reconciliation

92% reconciliation time reduction. 87% fewer exceptions. Zero audit findings.

/ Healthcare

Specialty pharma RCM

First-pass rate ↑ 38pp. Denial rework ↓ 71%. $48M annual recovery.

/ Manufacturing

Plant intelligence

OEE ↑ 8.4pp. Unplanned downtime ↓ 64%. Predictive maintenance across 11 plants.

/ Logistics

Last-mile routing

Cost per delivery ↓ 22%. On-time delivery ↑ 14pp. Across 400+ city operations.

/ Construction

BIM-to-AI bridge

Project AI surfaces risk 2.4 weeks ahead of schedule slip on average.

/ SpaceTech

Telemetry anomaly

Mission anomalies detected 11 minutes earlier on average than traditional rule-based.

02 — Engineering writing

Long-form, opinionated.

/ Field note

Agentic eval at production scale

How we ship and operate eval harnesses for systems running 10M+ actions a month.

/ Whitepaper

Private AI deployment patterns

BYO VPC, mTLS service mesh, KMS integration — patterns we use across regulated customers.

/ Field note

ERP migration playbook

SAP / Oracle / Tally → ERPNext or custom — phased, parallel-run, audit-proof.

/ Whitepaper

Robotics + AI integration

Perception, planning, sim-to-real — the pragmatic stack for industrial cobots.

03 — Build with us

Open source & reference architectures.

/ OSS

Eval harness

Our internal evaluation harness for agentic systems — published open source.

/ OSS

Telemetry connectors

OPC-UA / MQTT / Modbus to modern data layers — open utilities.

/ Reference

Private AI architecture

Terraform + Helm + observability templates for production-grade private AI.

04 — Trust

Security & operational posture.

/ 01

SOC 2 Type II & ISO 27001

Annual independent audit. Last unqualified opinion within the year. Reports under NDA.

/ 02

Status page & incident history

Live infrastructure status; full incident archive with post-mortems.

/ 03

Coordinated disclosure

security@deneural.com with PGP key. 90-day disclosure window standard.

/ 04

Data processing

DPA available pre-engagement. GDPR / RBI / HIPAA addenda where applicable.

Build with us.

Resources are updated when there is something genuinely new to share. Reach out for early access to drafts.