automation

Hangzhou – September 10, 2026 -- Hikvision's Guanlan large-scale AI models have cut false perimeter alarms by 90% while doubling detection range compared with traditional cameras, more than a year after the platform's launch.

DeepinViewX cameras halve repeated alarms on the same target

The edge-deployed DeepinViewX cameras run the Guanlan model directly, reducing false triggers from animals, weather and vegetation that plague legacy perimeter systems. Detection range doubles versus conventional cameras, and repeated alarms on a single target drop by half. The system pairs optical sensors for short perimeters with thermal, radar and fiber-optic sensing for longer distances.

Hemmingen – September 10, 2026 -- German legal-tech firm Kanzlei Kraftwerk says AI agents can reduce manual workload in tax and law firms by up to 80% for suitable processes, allowing firms to absorb higher case volumes without proportional headcount growth.

Tax assessment reviews consume thousands of hours annually

According to founder and CEO Jan Skrzypczak, a standard tax assessment review takes an average of roughly 15 minutes per case. With firms processing four- or five-digit volumes of incoming assessments per year, this workload accumulates to several thousand hours of manual labor annually.

Berlin – September 08, 2026 -- LaserPecker will unveil its U1 UV laser engraver at IFA 2026 in Berlin, offering 5W and 10W laser source configurations aimed at solving a long-standing industry problem: precise autofocus and positioning on transparent materials like glass and crystal.

10W UV source enables glass cutting and deeper engraving

The U1's 10W UV laser variant is built to cut glass and engrave at greater depth while maintaining cold-processing precision across a range of materials, according to the company.

Sensor-based autofocus targets crystal inner-engraving workflows

LaserPecker combines sensor-based autofocus with AI-driven automation to automatically detect and focus on crystal surfaces, reducing manual setup for inner engraving tasks that have historically challenged transparent-material processing.

San Marcos, Calif. – September 07, 2026 -- OnePlan has rolled out its August 2026 platform release, adding new portfolio visualization tools, deeper resource demand tracking, and a near real-time Azure DevOps integration for enterprise customers running its AI-enabled Strategic Portfolio Management (SPM) and Project Portfolio Management (PPM) software.

Shenzhen – September 07, 2026 -- Pudu Robotics launched the PUDU GT Series, a lineup of three commercial robotic mowers built for professional grounds and turf maintenance, with a global debut set for GaLaBau 2026 in Nuremberg, Germany, from September 15-18.

The series comprises the GT3, GT5 and GT7, each engineered for a distinct commercial use case: fragmented business properties, large-scale turf operations, and precision golf and sports-field cutting.

PUDU GT3 combines mowing and sweeping for fragmented commercial properties

The GT3 is a compact 91 cm (36-inch) unit aimed at facility management and grounds teams handling irregular layouts such as business parks, university campuses and hospitals. It merges grass cutting, clipping collection and light debris removal with paved-area sweeping via integrated disc brushes, cutting the need to switch equipment for daily maintenance.

San Francisco – September 03, 2026 -- Outmarket AI has launched an expanded Employee Benefits module designed to automate the full administrative workflow cycle for insurance brokerages, converting raw carrier documents, census files, and bills into structured, ready-to-use outputs.

Platform extracts data from carrier documents to eliminate manual VLOOKUPs and hand-formatting

The AI-native module allows agents to upload plan documents in any format—PDF, Word, or Excel—from any carrier to automatically build side-by-side plan comparisons covering medical, vision, dental, ancillary, and Rx tiers. Brokers can feed plan documents from up to 10 carriers alongside a census file to generate cost comparisons, run contribution scenarios, and calculate affordability.