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Innovation-led, AI-powered transformation

Contextualize and activateBosch India's datafor resilient, sustainable growth

Bosch India’s vision for innovation-led growth, decarbonisation, and digitalisation demands a unified, AI-ready data foundation. SCIKIQ enables Bosch to turn siloed manufacturing, supply chain, and customer data into actionable intelligence and autonomous execution.

With SCIKIQ, Bosch India can accelerate connected product innovation, strengthen export competitiveness, and drive operational excellence—while embedding trust, compliance, and sustainability at every layer.

01
Enterprise 360What is happening?
02
Knowledge GraphWhy is it happening?
03
AI CopilotTell me, in plain language
04
Agent FactoryDon't just tell me—fix it
What we know

Bosch India — the intelligence behind this page

Captured from 25 sources across strategy, leadership, lines of business, competition, geographies, capabilities and recent signals — and used to ground everything below.

Who they are

Bosch India is the Indian arm of the global Bosch Group, a leader in automotive technology, industrial solutions, and consumer electronics, with a strong focus on innovation, sustainability, and digitalisation.

Strategic priorities

  • Innovation-led growth
  • Decarbonisation and sustainability
  • Digitalisation and AI adoption
  • Deep customer centricity
  • Export competitiveness

Lines of business

  • Automotive Technology
  • Manufacturing & Assembly
  • Export & Supply Chain
  • Consumer Electronics

Geographies

  • India (Bengaluru, Pune, Chennai, Ahmedabad)
  • Export markets (global OEMs)
  • Asia
  • South America

Competition

  • Phinia Delphi UK
  • Whirlpool
  • Honeywell International
  • Siemens Global
  • Bharat Heavy Electricals Limited
  • BSH Home Appliances Group
  • Brose Group

Leadership

  • Guruprasad Mudlapur - President & MD
  • Sandeep Nelamangala - Joint MD
  • Siddharth Karkhanis - Head of IP
  • Abhijit Kallianpur - VP Sales
  • Dr. Markus Heyn - Chairman, Mobility

Capabilities

  • AI-enabled manufacturing intelligence
  • Predictive maintenance
  • Edge-to-cloud industrial data orchestration
  • Sustainable innovation (3S: sensors, software, services)
  • Robust distribution and innovation networks

Recent signals

  • 13.8% profit after tax in FY 2025-26
  • JV with Brakes India and Wheels India for commercial vehicles
  • Strategic partnership with NxtGen for industrial AI cloud
  • India emerging as global export hub for Bosch
  • Quarterly profit rise on strong auto parts, electronics demand
The shift

Four questions every operator asks — answered by one architecture

The maturity curve runs from visibility, to explanation, to natural-language reasoning, to action — and each step depends on the one before it.

01
Layer 1 · Enterprise 360
What is happening?

Bosch India’s manufacturing, supply chain, and aftersales data are unified into a single, real-time business view—revealing production bottlenecks, quality issues, and customer impacts as they emerge.

Unify silos
02
Layer 2 · Knowledge Graph
Why is it happening?

SCIKIQ’s contextual graph models root-cause relationships across plants, assets, suppliers, and customers—pinpointing systemic risks and cascading impacts.

Contextualize
03
Layer 3 · AI Copilot
Tell me, in plain language

AI Copilot answers complex queries—like ‘Why did Q4 warranty claims spike in Pune?’—with explainable, cross-domain insights grounded in Bosch’s real data.

Explain
04
Layer 4 · Agent Factory
Don't just tell me—fix it

Autonomous agents orchestrate fixes—triggering predictive maintenance, supplier escalations, or customer notifications—closing the loop from insight to action.

Activate
The architecture

From data visibility to autonomous execution

Built bottom-up, because trust compounds upward: agents are only as safe as the copilot's grounding, the copilot only as reliable as the graph, the graph only as complete as the 360° model beneath it.

01

Enterprise 360

What is happening?

Real-time integration of Bosch India's ERP, MES, CRM, and supplier data for a unified operational view.

85% faster data integration 200+ pre-built connectors Multi-LOB, multi-plant coverage
02

Knowledge Graph

Why is it happening?

Model complex relationships—assets, vendors, processes, and events—across the manufacturing and supply chain ecosystem.

Root-cause tracing Cross-domain lineage Rich context for AI
03

AI Copilot

Tell me, in plain language

Conversational interface to Bosch’s business and operational data, grounded in enterprise context.

GenAI Studio Semantic search Explainable answers
04

Agent Factory

Don’t just tell me—fix it

Autonomous, policy-driven agents to close the loop—triggering workflows, alerts, and system updates.

Autonomous remediation Customizable playbooks Audit and compliance logs
Layer 1 · Enterprise 360 — the build

How we unify Bosch India's data into one business 360

Bosch’s data stays in place; SCIKIQ integrates business concepts across SAP, MES, QMS, SRM, CRM, and IoT, not just systems. This enables a living, AI-ready data fabric for every line of business.

Your systems today — siloed
SAP ERPMES (Manufacturing Execution System)QMS (Quality Management System)SRM (Supplier Relationship Management)CRM (Customer Relationship Management)CMMS (Maintenance Management)IoT Sensor DataExport Order Management
ingest · no data movement

Connect

200+ pre-built connectors rapidly ingest data from SAP, MES, QMS, SRM, CRM, and IoT sensors across all Bosch India plants.

Contextualize

Business concepts—assets, orders, suppliers, customers—are mapped and enriched with metadata and context for each line of business.

Resolve & model

Entity resolution unifies records (e.g., supplier, asset, customer) across systems; relationships are modeled for 360° visibility.

Govern

Lineage, access controls, and compliance rules are enforced at every step—ensuring trusted, auditable data.

resolve into business entities
Unified business 360s — entities, not systems
Customer 360
CRM, SAP, QMS

Unified view of every OEM and aftermarket customer: orders, claims, feedback, and delivery performance.

Asset 360
MES, CMMS, IoT

Real-time status, maintenance, and performance history for every machine and line across Bosch India plants.

Supplier 360
SRM, SAP

Tiered supplier profiles, quality records, escalations, and on-time delivery metrics.

Order 360
SAP, MES, Export Mgmt

End-to-end traceability of export and domestic orders: status, delays, and fulfillment risks.

Quality 360
QMS, MES

Holistic view of quality events, warranty claims, and root-cause linkages across plants.

These 360s are linked in the SCIKIQ Knowledge Graph, powering root-cause analysis and AI-driven recommendations.
Why us

Why SCIKIQ - not another data platform

vs. building it yourself

SCIKIQ delivers unified, AI-ready data products in <6 months—at 90% lower IT integration cost and 60% lower TCO—vs. multi-year, high-risk custom builds.

vs. point tools / BI dashboards

Goes beyond dashboards: SCIKIQ contextualizes and connects data across Bosch’s value chain, enabling root-cause reasoning and autonomous action—not just reporting.

vs. generic data fabric / lake

Purpose-built for manufacturing and supply chain: pre-built connectors, business 360s, and knowledge graph tuned for Bosch’s real operations, not just raw data storage.

vs. raw LLMs / chatbots

Answers are grounded in Bosch’s governed, real-time data—ensuring accuracy, explainability, and compliance, not hallucinations or data leaks.

The outcome

One version of the truth, for the people who run the business

When the four layers are in place, leadership sees a single live view — every number traceable to its source, every alert to its root cause.

Bosch India Control Tower
Incident: Asset failure in Bengaluru Plant impacts export order fulfillment
LIVE
Production Uptime
92.1%
-4.3%
Export Order OTIF
83.5%
-8.2%
Warranty Claims (Pune)
1,420
+18%
Revenue Impact (Q2)
₹14.7 Cr
-₹2.3 Cr

Export Order Fulfillment Rate

Monthly trend (FY25)

Warranty Claims by Plant

Spike in Pune linked to upstream asset failure
Root cause Failure of CNC Machine #CNC-27 at Bengaluru Plant due to delayed preventive maintenance cascaded to quality defects in components shipped to Pune, triggering a spike in warranty claims and delayed export order fulfillment. Triggered agent to reschedule maintenance, notify supplier, and auto-update customer delivery timelines.
Layer 2 · Knowledge Graph

A living model of the business — explore it

Entities and their typed relationships as one connected, physics-driven graph. Drag nodes, scroll to zoom, click to inspect — or trace the live scenario from root cause to business outcome.

drag · scroll to zoom · click a node
Layer 3 · AI Copilot

The question is simple. The answer needs context.

Ask plain-language questions about incidents, assets, or customers—grounded in Bosch’s real operational context. Language models supply the fluency; the graph supplies the truth.

SCIKIQ CopilotGrounded on the Bosch India knowledge graph
● ONLINE
Hi 👋 I'm grounded on Bosch India's live operational graph — ask me anything. Try a suggestion below.
Try:
Layer 4 · Agent Factory

The last step is the hardest: from insight to action

Every agent draws on the same graph and semantic layer — then closes the loop with a real transaction in the source system.

Maintenance Rescheduler
Auto-reschedule and execute overdue preventive maintenance
Asset failure event detected in MES
Supplier Escalation Agent
Automate supplier notification and escalation workflow
Quality defect linked to supplier part
Customer Notification Agent
Proactively inform impacted customers of delays
Order delay event in SAP
Warranty Claims Analyzer
Monitor and flag claim spikes for root-cause analysis
Warranty claims exceed threshold in QMS
Agent execution log
▸ Idle — press “Run agent” to watch an agent detect, reason and act.
The board question

Engineered for trust

“Can we trust it?” — answered by design, not by promise.

Lineage
Every data product, insight, and action is fully traceable—down to the source system and event.
Security & Access
Role-based controls, audit logs, and data masking ensure Bosch’s IP and customer data remain protected.
Explainability
AI Copilot and agents provide plain-language, auditable explanations for every recommendation and action.
Data Quality
Automated profiling and monitoring ensure only trusted, high-quality data powers business decisions.
Compliance
Enforces Bosch’s global and India-specific regulatory requirements at every step, reducing violations by up to 95%.
Use cases

Where it pays off, across the business

Every leader sees themselves — each use case builds on a business 360 and the four pillars it needs: 1 Enterprise 360 · 2 Knowledge Graph · 3 AI Copilot · 4 Agent Factory.

Finance

Quantify and reduce revenue leakage

Track the financial impact of asset failures, warranty claims, and order delays in real time—enabling 5x faster root-cause analysis and targeted cost reduction.

Asset 360 · Finance 360
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Operations

Predict and prevent production disruptions

Unify asset and maintenance data to enable predictive maintenance, minimize downtime, and optimize OEE across all Bosch India plants.

Asset 360 · Operations 360
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Supply Chain

Trace supplier and logistics risks end-to-end

Map supplier dependencies and automate escalation workflows—reducing export order delays and improving on-time delivery by up to 8%.

Vendor 360
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Customer

Enhance customer trust with proactive communication

Automatically notify OEMs and aftermarket customers of delays or quality issues, improving satisfaction and reducing churn.

Customer 360
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Quality & Compliance

Accelerate root-cause analysis and compliance

Graph-based tracing links warranty claims to upstream events, reducing compliance violations by 95% and ensuring audit readiness.

Enterprise 360
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The ambition

One context layer, every part of the business

Built once, the context layer becomes shared infrastructure — so each new AI initiative starts from enterprise context, not a blank integration backlog.

Bosch India's data, activated

From unified business 360 to autonomous agents

Agent FactoryAutonomous execution
AI CopilotConversational, explainable intelligence
Knowledge GraphContextual, connected reasoning
Enterprise 360Unified, real-time data foundation
Across every part of the business
Automotive TechnologyManufacturing & AssemblyExport & Supply ChainConsumer Electronics
On top of the systems you already run
SAP ERPMES (Manufacturing Execution)QMS (Quality Management)SRM (Supplier Relationship)CRMCMMS (Maintenance)IoT Sensor Data
The path forward

A 90-day proof of value

We would prove the context layer in three focused sprints — earning the right to scale with evidence, not slideware.

Phase 1 · 30 days

Rapid Data Unification

01

Connect and unify Bosch’s SAP, MES, QMS, SRM, and CRM data for a single business 360 view.

  • Deploy connectors to all core systems
  • Auto-map key business entities (assets, orders, suppliers, customers)
  • Establish governance and access controls
Phase 2 · 45 days

Knowledge Graph & Copilot

02

Model business relationships and enable conversational analytics.

  • Build cross-domain knowledge graph
  • Configure semantic search and Copilot Q&A
  • Validate with real incident tracing
Phase 3 · 45 days

Agent Factory & Autonomous Actions

03

Automate incident response and business workflows.

  • Define agent playbooks for key incidents
  • Integrate with maintenance, supplier, and customer systems
  • Test and audit autonomous remediation

The bottom line

Bosch India gains a living, AI-ready data fabric—enabling 5x faster root-cause analysis, 90% faster ML deployment, and autonomous operational response.

Where to start

Accelerate Bosch India's digital transformation with SCIKIQ's data activation platform.
1Identify a high-impact pilot (e.g., export order fulfillment or warranty claims tracing)
2Connect core systems (SAP, MES, QMS, SRM, CRM) and unify business entities
3Enable Copilot and Agent Factory for one key incident path
Let’s activate Bosch India’s data—book a discovery session with our experts.