Field notes from
edge AI in production.
Case studies, white papers, demo videos and news on running computer vision at the factory edge.
Case studies
Production deployments with partners such as 42 Technology and Synaptics.
BrowseWhite papers
Architecture, deployment and lifecycle guides for edge Vision AI.
BrowseVideos
Short demos of AcuSight running on real edge hardware.
BrowseIn the news
Published articles, industry coverage and our own writing.
BrowseWhite papers.
How to choose an edge AI platform for anomaly detection
Six criteria for US and Canadian manufacturers: line latency, on-premises data control, PLC and MES integration, model retraining, hardware flexibility and integrator delivery.
Read the guide
The Complete Guide to Industrial Vision AI in 2026
A practical field guide for manufacturers and systems integrators — complex inspection, reducing downtime, deployment, lifecycle management, and the 2026 provider landscape.
Read whitepaper
Beyond Traditional Machine Vision
A practical guide for System Integrators to deliver Vision AI — physics-first sensing, inspection pipelines, classification, and lifecycle operations.
Read whitepaperCase studies.
Automated line clearance with edge AI
BrinqAI partnered with 42 Technology, Synaptics and Balluff to deploy edge AI for automated pharmaceutical line clearance — up to 85% faster than manual checks.
Read case study
From Lab to Line: bridging the industrial AI production gap
How Astra edge silicon, AcuSight orchestration and operator-led model updates close the gap between a lab prototype and a production line that keeps running.
Read case studyDemo videos.
Short clips of AcuSight Vision AI running on real edge devices — inspection, line clearance, fleet management and runtime dashboards.
Fleet management with Vision AI: Synaptics SL1680
David Steele demonstrates AcuSight running on the Synaptics SL1680 at Embedded World — industrial inspections such as verifying correct gland assembly, with pass/fail assessments on the spot.
AcuSight in 2 minutes
AcuSight uses a vision language model for real-time monitoring — automatically logging operator actions, detecting product defects, and offering context-aware event playbacks.
AcuSight scalability: adding new products to the line
How quickly an existing vision model can be updated in AcuSight to detect a new product variant — without a data-science team in the loop.
In the news.
Where you'll find us
in person.
Catch the BrinqAI team at upcoming trade shows and industry events. Book a meeting in advance or stop by the booth for a live AcuSight walkthrough.
- Oct202026
Synaptics Tech Day
San Jose, CA
BrinqAI joins Synaptics Tech Day to showcase AcuSight running Vision AI on Astra edge silicon — live inspection, line clearance, and fleet-management demos alongside our joint edge ecosystem with Synaptics. Meet the team and explore real customer deployments on low-power industrial hardware.
Event details - Oct212026
Advantech Technology Summit
Newport Beach, CA
Our CEO, David Steele, joins a panel discussion around Edge AI. The session will show how Advantech simplifies edge AI implementation across diverse platforms, starting with platform, operating system and AI model support across NVIDIA, Intel, AMD, Qualcomm and NXP.
Event details
- Sep162026
Pittsburgh Robotics & AI Discovery Day
Pittsburgh, PABooth #627 (Macnica)
David L. Lawrence Convention Center, 1000 Fort Duquesne Blvd
BrinqAI joined the Pittsburgh Robotics Network at AI Discovery Day. Visitors stopped by Booth #627, hosted with Macnica, for live AcuSight Vision AI demos — edge inspection, line clearance, and fleet management running on real industrial hardware.
Event details - Jun2–62026
Computex 2026
Taipei, Taiwan
Met the BrinqAI team at the world’s leading ICT and AIoT trade show. Edge AI for industrial vision and smart manufacturing.
Event details - Jun10–122026
Vision AI Expo 2026
Chiba, Japan
Explored edge Vision AI for industrial inspection, line clearance, and quality assurance — live demos and technical deep-dives.
Event details - Jun17–202026
Vivatech
Paris, FranceHall 7.2 · Booth B9
Europe’s biggest startup and tech event. Attendees stopped by Hall 7.2 Booth B9 for a live AcuSight walkthrough and edge AI demo.
Event details - Jun22–252026
Automate 2026
Chicago, IL
AcuSight live — edge AI for line clearance, vision inspection, and QA verification across pharma and food & beverage.
Event details
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AcuSight is a platform for industrial edge AI manufacturing operations, providing real-time data, fleet management and model adaption.