Insights
Guides, comparisons, and product news for manufacturers worldwide.
Technology Should your factory's AI run on the plant floor or in the cloud? The honest answer is measured in milliseconds, gigabytes and rupees. We work through the real latency numbers from Indian regions, the bandwidth math for camera streams, and the cases where cloud still wins.
Technology TOPS numbers are everywhere and mean less than you think. We break down what CPUs, NPUs and GPUs each do well for edge inference, with verified figures from Intel, Rockchip, NVIDIA and Google, and a practical frame for matching silicon to cameras, models and power budgets.
Technology Memory has become the most volatile line on an industrial PC quote. PC DRAM contract prices rose over 100% in a single quarter, DDR4 spot prices climbed roughly 2,200% in a year, and analysts expect the shortage to run for years. Here is what is driving it and how to protect your BOM.
Buyer Guides An edge AI server runs AI and analytics on-site instead of in the cloud. Here is how to choose the right one: GPU vs CPU, fanless vs rackmount, networking, storage, environment, and lifecycle, explained the way our engineers size a system.
Product News Avalue has launched the HID-2146, a 21.5-inch AI-ready medical panel PC powered by Intel's Arrow Lake U Core Ultra processor with NVIDIA T400E GPU support, built-in video capture and an IP65 anti-microbial design for hospitals and clinical imaging.
Product News Avalue has launched the APC-2146 (21.5") and APC-2346 (23.8") industrial panel PCs on Intel Core Ultra 5 125U (Meteor Lake) with integrated NPU, DDR5-5600, fanless cooling and IP65 front for smart retail, healthcare and industrial automation.
Buyer Guides Android-on-ARM has quietly become the default for new self-service kiosks and QSR. This buyer guide breaks down where it wins on cost and reliability — and where Windows-on-x86 still earns its keep.
Buyer Guides A no-nonsense comparison of the three dominant Computer-on-Module standards — COM Express, SMARC and Qseven — covering pin count, power envelope, processor architecture, expansion and the practical scenarios each one wins.
Technology DDR5 isn't automatically better than DDR4 for industrial workloads. Here's the practical breakdown — bandwidth, capacity, ECC, power, price and refresh cycles — and a clear decision frame for which one to spec.
Education E-paper holds its image with zero power, only drawing energy on refresh — letting an ESL tag last 5–10 years on a coin cell and a public-information panel run on Wi-Fi or SD with no fans, no glare and full sunlight readability.
Buyer Guides AMRs and AGVs need a control PC that survives vibration, runs SLAM and perception on a wide-voltage battery rail, talks to PLCs and motor drivers in real time, and fits a tight thermal envelope. Here's the buyer guide.
Buyer Guides Edge AI inspection runs on three GPU tiers: Jetson at the camera, RTX Ada in a box PC, or Xeon-6 with dual-width GPUs in a server. Here's how to pick the right tier from your camera count, frame rate, model size and latency budget.