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Insights & Engineering

Perspectives on computer vision, retail analytics, and building systems that see — from our engineering team.

Engineering Nov 12, 2024

Build vs. Buy vs. Hire: When You Need a Dedicated CV Engineering Team

Should you build computer vision in-house, buy an off-the-shelf solution, or hire a specialized engineering team? A practical framework for making the right call.

computer visionengineering servicesoutsourcing
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Hardware Oct 5, 2024

Jetson, Coral, Raspberry Pi + Hailo, or Cloud? Choosing the Right Hardware for CV Deployment

A practical guide to selecting compute hardware for computer vision deployments — comparing NVIDIA Jetson, Google Coral, Raspberry Pi with Hailo AI HAT, and cloud inference.

edge AINVIDIA JetsonRaspberry Pi
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Engineering Sep 10, 2024

Why Most Computer Vision Projects Fail in Production (And How to Avoid It)

The gap between a working demo and a deployed CV system is enormous. Here's what we've learned shipping real computer vision products across retail, transit, and industrial applications.

computer visionproduction MLengineering
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Engineering Aug 28, 2024

Computer Vision for Retail: It Goes Way Beyond Counting Heads

Footfall counting is just the entry point. Here's how computer vision is transforming store operations, merchandising, security, and customer experience — and what's coming next.

computer visionretail technologyAI
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Hardware Aug 15, 2024

Why Edge AI is the Only Way to Count Passengers in Indian Buses

Cloud-based solutions fail in Indian transit — patchy connectivity, extreme heat, and chaotic boarding patterns. Here's why on-device AI is the only architecture that works.

edge AIpassenger countingtransit
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StoreIntel Jul 29, 2024

Bridging the Gap: How to Align Marketing with Sales Floor Realities

80% of marketing campaigns miss their targets due to lack of alignment with sales floor realities. Learn how to use shop floor data to bridge the disconnect between marketing and sales.

retail marketingsales alignmentconversion rates
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StoreIntel Jul 29, 2024

When Will Your Stores Scale? Using Data to Expand Your Retail Empire

Successful retail expansion is fueled by data-driven insights. Learn how to leverage location analysis, operational data, and predictive analytics to scale your stores strategically.

retail analyticsstore expansiondata-driven retail
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StoreIntel Jul 29, 2024

The Hidden Costs of Neglecting Retail Monitoring: Why Your Store Needs a Watchful Eye

Staff closing stores early, inflated walk-in reports, manipulated data — these hidden costs add up. Learn why automated retail monitoring isn't optional anymore.

retail monitoringstore operationsSOP compliance
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StoreIntel Jul 29, 2024

Beyond Muzak: How Personalized In-Store Media Drives Sales and Enhances Customer Experience

Generic background music is dead. Learn how AI-driven customer profiling enables personalized in-store media — targeted displays, dynamic playlists, and content that actually converts.

in-store mediapersonalizationcustomer experience
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StoreIntel Jul 29, 2024

Free Retail Analytics for Small Businesses: StoreIntel Lite — 5 Stores on Us!

Announcing StoreIntel Lite — a free version of our retail analytics platform for small businesses with up to 5 stores. Footfall counting, demographics, dwell time, and heatmapping included.

freemiumsmall businessretail analytics
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StoreIntel Jul 23, 2024

Revolutionizing Retail with Customer Analytics: The Power of Data

Data isn't just power in retail — it's the key to survival. Learn how advanced customer analytics with StoreIntel is transforming store operations, personalization, and decision-making.

customer analyticsretail technologydata-driven retail
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