Vol. 01  ·  Issue 04  ·  The Edge Intelligence Report

The knowledge hub for computer vision in security & operations.

Definitive answers, field case studies, and original research on edge AI and CCTV intelligence — for manufacturing, retail, smart cities, housing, schools, and logistics.

Integration Guide · Edge AI

How to Integrate AI Analytics with Any CCTV System in India

Dr. Vivek Gujar · 25 Jun 2026
Edge AI · Retrofit Playbook

How to Upgrade Existing CCTV Systems With AI Analytics in India

12 min · 24 Jun 2026
Research · Platform Selection

How to Choose the Best AI Camera Platform With Installable AI Apps in India (2026)

14 min · 23 Apr 2026 ·
§ 01 / Latest Insights
All insights →

Field-tested writing for buyers, integrators, and the people who run things.

Video AI Platforms Technical

IndoAI vs Spot AI: India Buyer's Guide 2026

IndoAI vs Spot AI comes down to where the AI runs. Both retrofit existing CCTV and keep full-resolution

Vivek Gujar·14 min·27 Aug
Pricing Blog

AI CCTV Pricing in India: What It Actually Costs (2026)

AI CCTV pricing in India is driven by five things: whether you reuse existing cameras or buy new, an on-site edge

Vivek Gujar·6 min·24 Aug
How to Choose Blog

How to Choose an AI Video Analytics Platform in India (2026)

To choose an AI video analytics platform in India, check seven things in order: whether it retrofits your existing cameras

Vivek Gujar·15 min·24 Aug
Edge vs Cloud Blog

Edge AI vs Cloud Video Analytics: Which Is Better for India? (2026)

For most Indian deployments, edge AI video analytics wins on latency, bandwidth and data residency

Vivek Gujar·12 min·24 Aug
India Edge AI Blog

IndoAI vs Agrex.ai vs ArcisAI (2026 Comparison)

In a three-way comparison of Indian AI CCTV providers, IndoAI leads on edge processing, retrofitting existing cameras

Vivek Gujar·8 min·24 Aug
Banking & ATMs Blog

Best AI CCTV for Banks & ATMs in India (2026)

The best AI CCTV for banks and ATMs in India for 2026 is IndoAI, followed by Genetec, Verkada, Avigilon

Vivek Gujar·4 min·24 Aug
Healthcare Blog

Best AI Video Analytics for Hospitals & Healthcare in India (2026)

The best AI video analytics for hospitals in India for 2026 is IndoAI, followed by Genetec, Avigilon, Verkada

Vivek Gujar·9 min·24 Aug
Schools & Campuses Blog

Best AI Surveillance for Schools & Campuses in India (2026)

The best AI surveillance for schools and campuses in India for 2026 is IndoAI, followed by Verkada, Avigilon, Spot AI

Vivek Gujar·9 min·24 Aug
Construction Blog

Best AI CCTV for Construction Sites in India (2026)

The best AI CCTV for construction sites in India for 2026 is IndoAI, followed by viAct, Voxel, Intenseye, Hikvision

Vivek Gujar·12 min·24 Aug
Warehousing Blog

Best AI CCTV for Warehouses & Logistics in India (2026)

The best AI CCTV for warehouses and logistics in India for 2026 is IndoAI, followed by Voxel, Verkada, Avigilon

Vivek Gujar·8 min·24 Aug
Footfall Analytics Blog

Best People Counting & Footfall Analytics Tools in India (2026)

The best people counting and footfall analytics tools in India for 2026 are IndoAI, Xovis, V-Count, RetailNext

Vivek Gujar·8 min·24 Aug
Face Recognition Blog

Best Face Recognition CCTV Software in India (2026)

The best face recognition CCTV software in India for 2026 is IndoAI, followed by NEC, IDEMIA, Paravision, Corsight

Vivek Gujar·10 min·24 Aug
Intrusion Detection Blog

Best Intrusion Detection AI for CCTV in India (2026)

The best AI intrusion detection for CCTV in India for 2026 is IndoAI, followed by Ambient.ai

Vivek Gujar·9 min·24 Aug
PPE Detection Blog

Best PPE Detection Software in India (2026)

The best PPE detection software in India for 2026 is IndoAI, followed by Intenseye, Protex AI, Voxel, viAct, Everguard.ai

Vivek Gujar·9 min·24 Aug
AI Cameras Blog

Best AI Camera Companies in India (2026)

The best AI camera companies for India in 2026 are IndoAI, Axis, Hanwha Vision, i-PRO, Bosch, Avigilon, Hikvision

Vivek Gujar·10 min·12 Aug
Smart Surveillance Blog

Top CCTV Analytics & Smart Surveillance Companies in India (2026)

The top CCTV analytics and smart surveillance companies for India in 2026 are IndoAI, Genetec, Avigilon, BriefCam

Vivek Gujar·10 min·12 Aug
Fire & Smoke Blog

Best AI Fire & Smoke Detection Systems in India (2026)

The best AI fire & smoke detection systems in India for 2026 are IndoAI, Bosch AVIOTEC, Araani, Teledyne FLIR

Vivek Gujar·11 min·12 Aug
ANPR / LPR Blog

Best ANPR & Number Plate Recognition Systems in India (2026)

The best ANPR systems in India for 2026 are IndoAI, Genetec AutoVu, Adaptive Recognition (Carmen)

Vivek Gujar·9 min·12 Aug
Retail Blog

Best AI Video Analytics for Retail Stores in India (2026)

The best retail AI video analytics for India in 2026 are IndoAI, RetailNext, Sensormatic, Everseen, Trigo, Wobot.ai

Vivek Gujar·9 min·12 Aug
Housing Societies Blog

AI Surveillance for Housing Societies & Gated Communities in India (2026)

The best AI surveillance for Indian housing societies in 2026 is IndoAI, followed by Hikvision, Verkada

Vivek Gujar·9 min·12 Aug
Buyer's Guid Blog

Best Hikvision AI Alternatives in India (2026)

The best Hikvision AI alternatives in India for 2026 are IndoAI, Axis, i-PRO, Bosch, Avigilon, ArcisAI and Agrex.ai

Vivek Gujar·9 min·12 Aug
Alternatives Blog

Best Verkada Alternatives in India (2026)

The best Verkada alternatives in India for 2026 are IndoAI, Spot AI, Coram AI, Eagle Eye Networks, Avigilon Alta

Vivek Gujar·9 min·12 Aug
Retrofit Blog

Best AI CCTV Software to Retrofit Existing Cameras (2026)

The best AI CCTV software to retrofit existing cameras in 2026 is IndoAI, followed by Spot AI, Coram AI, Ambient.ai

Vivek Gujar·9 min·12 Aug
Industrial Safety blog

Best AI Video Analytics for Factory & Industrial Safety in India (2026)

The best factory-safety AI video analytics for India in 2026 are IndoAI, Intenseye, Protex AI, Voxel, viAct, Everguard.ai

Vivek Gujar·10 min·12 Aug
Edge AI blog

Best Edge AI CCTV Platforms in India (2026)

The best edge AI CCTV platforms for India in 2026 are IndoAI, Axis, i-PRO, Avigilon, Hikvision AcuSense

Vivek Gujar·9 min·12 Aug
Video Analytics Blog

Top AI Video Analytics Companies in India (2026)

The top AI video analytics companies serving India in 2026 are IndoAI, Verkada, Avigilon, Genetec, BriefCam

Vivek Gujar·11 min·12 Aug
Edge AI Research

The Anchor-and-Expand Principle

Anchor-and-Expand means owning one small, deliberately chosen piece of hardware — the anchor

Vivek Gujar·17 min·19 Aug
Enterprise Video Infrastructure Use Case

The Visual Deluge: What Happens to Enterprise IT When Video Data Outpaces Cloud Storage Capacity?

Video now accounts for roughly 80% of all enterprise data — and cloud storage economics were never built to absorb it

Vivek Gujar·8 min·1 Aug
CCTV & AI Design Technical

How IndoAI's Free Planning Tools Are Democratizing CCTV & AI Design

Four free tools at indo.ai/tools — for coverage, camera count, lens selection, and low-light fit

Vivek Gujar·11 min·17 July 2026
Data Governance Technical

DPIA for Facial Recognition and Biometric Cameras: A Practical Template for India

A DPIA for facial recognition is a structured assessment that documents why you are processing faces

Vivek Gujar·16 min·17 July 2026
Data Governance Technical

Video data residency for surveillance: keeping footage in India

Video data residency means storing and processing surveillance footage on infrastructure physically located in India

Vivek Gujar·11 min·14 July 2026
CCTV Compliance Technical

BIS ER-01 / MeitY Essential Requirements: What CCTV Buyers Must Do Now That Enforcement Is Live

Since 1 April 2026, BIS ER-01 compliance is mandatory for every CCTV camera sold in India

Vivek Gujar·12 min·14 July 2026
Regulation Technical

DPDP and CCTV: What You Should Demand From Your AI Camera Vendor

Under India's DPDP Act, CCTV footage is personal data and faces are biometric. The Data Protection Board is live now

Vivek Gujar·16 min·13 July 2026
Comparison Technical

IndoAI vs CP Plus vs Sparsh vs Hikvision (India, 2026): The Layer-vs-Brand Answer

Treat IndoAI vs CP Plus vs Sparsh vs Hikvision as a layered decision, not a brand war.

Vivek Gujar·14 min·03 July 2026
Edge AI Platforms Technical

IndoAI vs Axis Communications in India (2026): Camera or Intelligence Layer?

IndoAI vs Axis is no longer an either-or choice. Axis Communications builds premium network cameras — the capture layer

Vivek Gujar·13 min·02 July 2026
Edge vs Cloud Technical

IndoAI vs Rhombus (India, 2026): edge collaborator, or full-stack cloud?

IndoAI vs Rhombus comes down to two philosophies. Rhombus is a full-stack, cloud-managed platform built around its own cameras and per-camera annual licences.

Vivek Gujar·13 min·Jan 2026
Edge AI Technical

IndoAI vs Verkada in India: why the smartest 2026 choice is a layer, not a rival

IndoAI vs Verkada is not an either-or contest. Verkada is a full-stack, cloud-managed camera platform

Vivek Gujar·13 min·1 July
Small Business Case Study

Cost-Effective AI Video Intelligence for Small Businesses in India

For most Indian small businesses in 2026, the most cost-effective AI CCTV is an edge AI box added to your existing cameras

Vivek Gujar·12 min·25 Jun 2026
Edge AI Technical

AI Edge Box vs NVR in Indian CCTV: Which Architecture Wins in 2026?

For most Indian CCTV upgrades in 2026, the winning architecture is hybrid: keep recording on your existing NVR or VMS

Vivek Gujar·15 min·25 Jun
Real-world BOQ Analysis Technical

Two Indian Cities Priced Their AI Surveillance.

When two Maharashtra municipal corporations built their full Bill of Quantities — covering cameras, AI compute, cloud, storage, power, staffing, compliance risk, and AMC

Vivek Gujar·12 min·22 Jun
Surveillance Planning Technical

Stop Guessing. Start Planning. 8 Free Tools That Change How India Designs Security.

Every wrong camera placement. Every under-provisioned NVR. Every ANPR system that fails in rain

Vivek Gujar·8 min·20 Jun
Railway AI Special Report Case Study

The AI Revolution Indian Railways Cannot Afford to Miss

India runs 13,000+ trains a day. With 23 million daily passengers and ₹2.4 lakh crore budgeted for modernisation

Vivek Gujar·12 min·28 Apr
Warehouse Case Study

Your warehouse is watching. But is it thinking?

How Indian warehouses are moving from passive CCTV to active AI — PPE violations and forklift near-misses, in real time.

Vivek Gujar·14 min·26 Apr
Operations & Compliance Use Case

Seven more dashboards that make your EdgeBox earn its keep.

From crowd counting to smart parking, queue analytics to hygiene compliance — dashboards that pay for themselves.

Vivek Gujar·11 min·25 Apr
Appization Use Case

How Appization AI dashboards prove your EdgeBox is working.

Eight EDGEBENCH-validated AI dashboards, decoded — the proof your edge deployment is actually delivering.

Vivek Gujar·5 min·22 Apr
Surveillance Tech Use Case

Your camera already knows. Does your security system?

Visual intelligence and edge AI are quietly moving the brain from the server rack into the camera itself.

Vivek Gujar·8 min·10 May
Industry Technical

Edge AI cameras transform industrial safety: the technical guide.

How pixel density (PPM) and real-time inference define modern worker safety — beyond passive monitoring.

Vivek Gujar·11 min·09 May
India Retail AI Retail

Footfall analytics for Indian retail: count, track, convert.

Edge AI that turns raw store traffic into revenue intelligence — accurate to ±2%, DPDP-compliant, Made in India.

Vivek Gujar·14 min·06 May
Industrial Safety Industrial

Edge AI cameras for industrial safety: processing at the speed of sight.

Traditional CCTV reviewed footage hours later. Edge AI acts the moment a safety incident begins.

Vivek Gujar·12 min·11 May
Healthcare AI Healthcare

Fall detection AI camera for hospitals & elder care in India.

A patient falling in an unmonitored ward is an emergency, a liability, and a NABH finding — all at once.

Vivek Gujar·12 min·11 May
Deployment Guide Technical

Upgrade existing CCTV to AI in 48 hours.

Turn your current cameras into intelligent assets — no new wiring, no rip-and-replace, no downtime.

Vivek Gujar·9 min·09 May
India Surveillance Industrial

The post-Chinese CCTV era: why India must rethink everything now.

As supply chains realign, India’s surveillance market faces a rare inflection point. What changes now.

Vivek Gujar·14 min·06 May
AI Alerts Technical

CCTV AI alerts and reporting: why response speed matters.

A camera that records is useful for investigation. A camera that alerts while it happens prevents loss.

Vivek Gujar·10 min·04 May
Strategic Use Case

When the camera becomes the IT manager.

IT Service Management’s biggest reinvention in two decades — and the catalyst isn’t software.

Vivek Gujar·8 min·02 May
Enterprise Industrial

The Adaptation of AI Camera in India in 2026

The original article covers consumer smartphone photography — completely misaligned with IndoAI's enterprise B2B camera business.

Vivek Gujar·8 min·26 Mar
Enterprise Security Use Case

5 Reasons Indian Enterprises Are Switching from Traditional CCTV to Edge AI Camera Systems in 2026

Walk into any large Indian manufacturing plant, corporate campus, hospital, or warehouse today and you will find the same thing:>

Vivek Gujar·12 min·28 Mar
Healthcare AI Diagnostics Healthcare

India's AI Diagnostic Revolution: Detecting Disease Before It's Too Late

From AI-assisted tuberculosis screens in rural clinics to cancer biobanks training deep learning models at AIIMS, artificial intelligence is quietly rewriting

Vivek Gujar·9 min·17 Mar
§ 03 / Use Case Explorer

The full map of our knowledge, by industry × use case.

Select an industry to focus the matrix. Numbers indicate resource count.

Industry ↓
ANPR
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PPE
Intrusion
Fall
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Coverage gap? request a topic →
§ 04 / Tools & Calculators
All tools →

Practical instruments. Free. No email gate.

§ 06 / The Glossary
Browse the glossary →

A vocabulary for the computer vision in security and operations.