Knowledge Hub

Insights from the
EV & ESS Revolution

Deep technical guides, case studies, and engineering insights from the forefront of electric vehicle & energy storage battery management, IoT architecture, and platform intelligence — built for Indian OEMs and operators.

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Platform
Apr 15, 2025 ⏱️ 11 min

Battery Analytics in India's EV Ecosystem: What's Missing, and How to Fix It

The critical data gaps in India's EV analytics landscape — what OEMs and fleet operators are missing, what the Autoven Platform provides, and how battery data drives commercial sustainability.

Battery Analytics India EV
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BMS
Sep 15, 2024 ⏱️ 8 min

Solid State Relay vs Mechanical Relay: Key Components in EVs

A direct comparison of solid-state and mechanical relays in EV battery systems — switching speed, lifespan, heat generation, and which to choose for your application.

Hardware BMS Components
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Platform
Aug 31, 2024 ⏱️ 10 min

Predictive Diagnostics – A Game Changer in Automotive Diagnostics

How AI-powered predictive diagnostics detects failure precursors in EV components before breakdown — reducing unplanned downtime and warranty costs for fleet operators.

Predictive Maintenance Diagnostics
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BMS
Aug 24, 2024 ⏱️ 9 min

Understanding EV Battery Costs and How to Reduce Them

The full breakdown of EV battery cost drivers — cells, pack assembly, BMS, warranty — and data-driven strategies to reduce total cost of ownership for Indian OEMs and fleets.

Cost Reduction Battery Economics
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Platform
Aug 17, 2024 ⏱️ 11 min

Exploring the Power of Digital Twin Technology in EVs

How digital twin models of EV battery packs — calibrated to real-world IoT telemetry — enable virtual testing, failure simulation, and faster product development cycles.

Digital Twin Platform
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BMS
Aug 10, 2024 ⏱️ 9 min

Understanding Thermal Runaway in EV Batteries

The electrochemical chain reaction behind EV battery fires — causes, warning signs, prevention strategies, and how BMS protection layers prevent thermal runaway.

Safety Thermal Management
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BMS
Jul 13, 2024 ⏱️ 11 min

Choosing the Right EV Battery: A Strategic Guide for Indian OEMs and Fleet Managers

LFP vs NMC vs NCA — chemistry trade-offs, energy density, cycle life, safety profile, and total cost of ownership compared for India's 2W and 3W EV segments.

Battery Chemistry OEM Guide
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BMS
Jun 18, 2024 ⏱️ 8 min

EV Safety – How to Ensure Your EVs Are Safe?

The multi-layer safety architecture that protects EV batteries and passengers — from cell-level BMS protection to AIS 156 Amendment 3 compliance requirements in India.

EV Safety AIS 156
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BMS
Jun 4, 2024 ⏱️ 9 min

How Can You Manage The Lifecycle of Your EV?

From production to second-life battery repurposing — the complete EV lifecycle framework, and how data management at each stage extends commercial value and reduces costs.

Lifecycle Fleet Management
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BMS
Apr 25, 2024 ⏱️ 7 min

3 Proven Strategies to Extend Your EV Battery Life

Three actionable strategies — optimal charging profiles, temperature management, and depth-of-discharge control — that demonstrably extend Li-ion battery pack lifespan.

Battery Life Best Practices
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Platform
Apr 10, 2024 ⏱️ 8 min

How a highly innovative EV OEM upgraded its vehicle data analytics system with Autoven

Real-world deployment: how an innovative Indian EV OEM migrated to the Autoven Platform, gaining fleet-level battery visibility and cutting warranty investigation time by 70%.

Case Study OEM
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Platform
Apr 1, 2024 ⏱️ 7 min

How Autoven Platform Helps EV OEMs Embrace Brand Values

How continuous vehicle data — surfaced through the Autoven Platform — enables OEMs to deliver on reliability, range, and safety promises, turning data into brand differentiation.

OEM Brand Strategy
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Platform
Mar 20, 2024 ⏱️ 7 min

3 Ways to Boost Your EV Experience with IoT Data Visualization

Three visualization approaches — fleet health heatmaps, SoH trend charts, and anomaly timelines — that convert raw IoT telemetry into actionable insights on the Autoven Platform.

Data Visualization IoT Dashboard
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IOT
Jan 17, 2024 ⏱️ 8 min

What are OTA (Over-the-Air) Updates?

What OTA updates are, how they work over the cellular IoT stack, and why every modern EV needs remote firmware upgrade capability for safety patches and feature improvements.

OTA Updates Remote Upgrade
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IOT
Jan 3, 2024 ⏱️ 9 min

IoT Connectivity Technologies: Transforming Electric Vehicles and Beyond

4G LTE, 5G, NB-IoT, V2X, and OTA — the full connectivity stack that underpins every IoT application in the EV industry, evaluated for Indian deployment conditions.

Connectivity 4G/5G
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BMS
Dec 13, 2023 ⏱️ 10 min

Safeguarding Battery Lifespan: Enhancing State of Power (SoP) and Distance to Empty (DTE) Estimations for Li-ion Battery Packs

Why SoP and DTE accuracy directly impacts driver safety and battery longevity — and how to achieve it in high-temperature Indian EV operating conditions.

SoP DTE
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BMS
Nov 24, 2023 ⏱️ 12 min

Maximizing Battery Lifespan: Importance of Accurate Estimation of & Strategies to Improve State of Health (SoH)

How State of Health is estimated, what accelerates degradation in Indian conditions, and the strategies that extend EV battery commercial life.

SoH Battery Lifespan
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BMS
Oct 18, 2023 ⏱️ 11 min

Exploring Methods for Accurate SoC Estimations in Electric Vehicle Batteries

Coulomb counting, OCV lookup, Kalman filter, and physics-based models — how BMS algorithms estimate remaining charge accurately in real-world Indian EV conditions.

SoC BMS Series
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IOT
Oct 4, 2023 ⏱️ 10 min

Empowering EVs: How MQTT is Highly Abstracted for IoT Communication

Why MQTT outperforms TCP/IP for EV telemetry — pub-sub architecture, QoS levels, persistent sessions, and how it enables reliable BMS data transmission at scale.

MQTT Protocol
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BMS
Sep 6, 2023 ⏱️ 10 min

Battery Management System & the Need for Accurate Estimations

The complete BMS function stack — SoC, SoH, SoP, and DTE — and why accurate estimation is the foundation of every EV battery safety and performance decision.

BMS Foundation Estimations
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IOT
May 24, 2023 ⏱️ 14 min

How do you design an IoT device & solution with zero data loss?

Store-and-forward, MQTT persistent sessions, eMMC buffer sizing, and cloud idempotency — the 5-layer engineering architecture for complete data integrity in EV IoT.

Architecture Zero Data Loss
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IOT
Apr 29, 2023 ⏱️ 13 min

How is an IoT solution helpful for the EV industry?

Smart charging, predictive maintenance, OEM provisioning, and fleet analytics — the complete picture of how IoT transforms every stage of the EV value chain in India.

IoT Overview EV Industry
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BMS
Apr 28, 2023 ⏱️ 12 min

Cell Balancing in Electronic Devices: Why It Matters & Best Methods

Why cells drift apart in SoC, how passive and active balancing work, a direct method comparison, and why passive balancing is the right choice for commercial EVs.

Cell Balancing Passive Balancing
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