India Practice

From Factory Floor to AI Native Operations

We help Indian manufacturers assess connected factory readiness, deploy Industry 4.0 infrastructure, and build AI-native operating models — in implementation partnership with Shaurrya, DEWiN, and OJI.

PN

Prashant Nikam

Founder, AI Native Organisations
Author — The AI-Native State · Creator, 10-Dimension Maturity Model

Practice areas: Industry 4.0 connected factory · AI-native operating model design · Agentic PMO · AI governance frameworks

Implementation partners: Shaurrya (OT/connectivity) · DEWiN (cloud/platform) · OJI (edge/retrofit sensors)

3
Implementation Partners
90
Day Pilot Roadmap
3
Stage Ladder
MSME
Manufacturing Focus
Tier 01

Connected Factory Readiness

Describe your machines. Get an honest, per-asset connectivity verdict, a Tier 01 readiness rating, and your place on the three-stage ladder to AI Native. No autopilot, no oversell.

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Stage 01 — Connect the Factory

Connectivity, telemetry, and machine visibility. Every asset gets a verdict — native digital interface, gateway required, retrofit needed, or needs manual survey. Critical (bottleneck) assets are flagged first.

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Stage 02 — Make It AI-Ready

Unlocked once critical assets are telemetered. Data governance, workforce AI-readiness, analytics infrastructure, and operating model redesign.

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Stage 03 — AI Native Factory

Governed human-plus-AI workflows, predictive decision support, continuous learning loops. The operating model itself is built around machine intelligence.

Assess Your Factory Now

List your machines — type, interface, year — and get an instant per-asset connectivity verdict with implementation-ready next steps from Shaurrya, DEWiN, and OJI.

Open Factory Readiness Tool →

Built by AI Native Organisations · Powered by Nous Research

Implementation Partners

Shaurrya — OT connectivity, industrial gateways, Profinet/Ethernet/Modbus → OPC-UA/MQTT
DEWiN — Cloud/platform ingest, digital twin infrastructure, machine visibility dashboards
OJI — Retrofit sensors, edge I/O modules, on-site surveys for non-digital assets

The Ladder

Three Stages to AI Native

We tell you which stage you're on — and which one is honestly next. No oversell, no skip-ahead.

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01 · Connect the Factory

Per-asset connectivity verdict, telemetry infrastructure, machine visibility. Our interactive tool gives you an honest assessment in under 2 minutes.

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02 · Make It AI-Ready

Data pipelines, governance frameworks, workforce AI literacy, operating model redesign. You don't graduate here until the foundation is solid.

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03 · AI Native Factory

Human-plus-AI workflows, predictive decision support, continuous learning loops. The factory operates as an AI-native organisation.

Capability

Agentic PMO

AI agents that plan, monitor, and alert — turning strategy into governed execution. Smaller teams, smarter delivery, across any industry.

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Plan Agent — The Architect

Takes a project brief + domain pack → generates 100+ tasks with milestones, dependencies, and discipline assignments. Catches scope gaps automatically.

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Monitor Agent — The Inspector

Deterministic rule checks against project data — flags delays, drift, missing deliverables, and risk triggers. No LLM cost, always predictable and auditable.

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Alert Agent — The Watchdog

Reviews anomalies, escalates by severity, cross-references risk register for recommended actions. Complete audit trail.

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Domain Packs

Pre-built industry intelligence — WBS templates, risk registers, monitoring rules, KPIs, and agent context. Available for EPC, Industry 4.0, Green Methanol, SAF, and more. New packs created in 2-3 days with one SME.

Ready to Integrate?

Integration Onboarding Questionnaire

Scope your custom sync connector — tool stack, custom fields, sync cadence, and infrastructure. Interactive form with auto-save and Markdown export.

Open Interactive Form →

Download Markdown · Build estimate: 8–12 days

Ready to Start Your AI Native Journey?

Whether you're a manufacturing MSME or a large enterprise — start with the factory readiness tool, then book a 60-minute readiness review with our implementation partners.

Prashant Nikam, Founder — AI Native Organisations · Implementation partners: Shaurrya · DEWiN · OJI