Editor's note: This post is part of the AI On blog series, which explores the latest techniques and real-world applications of agentic AI, chatbots and copilots. The series also highlights the NVIDIA software and hardware powering advanced AI agents, which form the foundation of AI query engines that gather insights and perform tasks to transform everyday experiences and reshape industries.
Today's computer vision systems excel at identifying what happens in physical spaces and processes, but lack the abilities to explain the details of a scene and why they matter, as well as reason about what might happen next.
Agentic intelligence powered by vision language models (VLMs) can help bridge this gap, giving teams quick, easy access to key insights and analyses that connect text descriptors with spatial-temporal information and billions of visual data points captured by their systems every day.
Three approaches organizations can use to boost their legacy computer vision systems with agentic intelligence are to:
Apply dense captioning for searchable visual content.
Augment system alerts with detailed context.
Use AI reasoning to summarize information from complex scenarios and answer questions.
Making Visual Content Searchable With Dense Captions Traditional convolutional neural network (CNN)-powered video search tools are constrained by limited training, context and semantics, making gleaning insights manual, tedious and time-consuming. CNNs are tuned to perform specific visual tasks, like spotting an anomaly, and lack the multimodal ability to translate what they see into text.
Businesses can embed VLMs directly into their existing applications to generate highly detailed captions of images and videos. These captions turn unstructured content into rich, searchable metadata, enabling visual search that's far more flexible - not constrained by file names or basic tags.
For example, automated vehicle-inspection system UVeye processes over 700 million high-resolution images each month to build one of the world's largest vehicle and component datasets. By applying VLMs, UVeye converts this visual data into structured condition reports, detecting subtle defects, modifications or foreign objects with exceptional accuracy and reliability for search.
VLM-powered visual understanding adds essential context, ensuring transparent, consistent insights for compliance, safety and quality control. UVeye detects 96% of defects compared with 24% using manual methods, enabling early intervention to reduce downtime and control maintenance costs.
https://blogs.nvidia.com/wp-content/uploads/2025/11/UVeye-video-1.mp4
Relo Metrics, a provider of AI-powered sports marketing measurement, helps brands quantify the value of their media investments and optimize their spending. By combining VLMs with computer vision, Relo Metrics moves beyond basic logo detection to capture context - like a courtside banner shown during a game-winning shot - and translate it into real-time monetary value.
This contextual-insight capability highlights when and how logos appear, especially in high-impact moments, giving marketers a clearer view of return on investment and ways to optimize strategy. For example, Stanley Black & Decker, including its Dewalt brand, previously relied on end-of-season reports to evaluate sponsor asset performance, limiting timely decision-making. Using Relo Metrics for real-time insights, Stanley Black & Decker adjusted signage positioning and saved $1.3 million in potentially lost sponsor media value.
Augmenting Computer Vision System Alerts With VLM Reasoning CNN-based computer vision systems often generate binary detection alerts such as yes or no, and true or false. Without the reasoning power of VLMs, that can mean false positives and missed details - leading to costly mistakes in safety and security, as well as lost business intelligence.Rather than replacing these CNN-based computer vision systems entirely, VLMs can easily augment these systems as an intelligent add-on. With a VLM layered on top of CNN-based computer vision systems, detection alerts are not only flagged but reviewed with contextual understanding - explaining where, how and why the incident occurred.
For smarter city traffic management, Linker Vision uses VLMs to verify critical city alerts, such as traffic accidents, flooding, or falling poles and trees from storms. This reduces false positives and adds vital context to each event to improve real-time municipal response.
https://blogs.nvidia.com/wp-content/uploads/2025/11/Updated-VLM-1-1.mp4
Linker Vision's architecture for agentic AI involves automating event analysis from over 50,000 diverse smart city camera streams to enable cross-department remediation - coordinating actions across teams like traffic control, utilities and first responders when incidents occur. The ability to query across all camera streams simultaneously enables systems to quickly and automatically turn observations into insights and trigger recommendations for next best actions.
Automatic Analysis of Complex Scenarios With Agentic AI Agentic AI systems can process, reason and answer complex queries across video streams and modalities - such as audio, text, video and sensor data. This is possible by combining VLMs with reasoning models, large language models (LLMs), retrieval-augmented generation (RAG), computer vision and speech transcription.
Basic integration of a VLM into an existing computer vision pipeline is helpful in verifying short video clips of key moments. However this approach is limited by how many visual tokens a single model can process at once, resulting in surface-level answers without context over longer time periods and external knowledge.
In contrast, whole architectures built on agentic AI enable scalable, accurate processing of lengthy and multichanne
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
07/10/2026
Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...
08/09/2026
Comcast Technology Solutions (CTS) has announced a multi-year agreement with A E...
08/09/2026
Spectra Logic today announced the availability of Media Insight, a new capabilit...
08/09/2026
Rogers Communications and Quebecor have announced a 12-year sublicensing agreement for French-language national NHL games beginning with the 2026-27 season. TVA...
08/09/2026
Skyline Communications and Bridge Technologies will demonstrate two integrations...
08/09/2026
Boland Communications will make the European debut of its 4K55HDR7SNB 55-inch super-narrow-bezel monitor at IBC2026 (Stand 12.C57, RAI Amsterdam, September 11-1...
08/09/2026
Ateme and Comcast Technology Solutions (CTS) have announced a collaboration comb...
08/09/2026
Haivision has joined the IBC Accelerator Media Innovation Programme as part of t...
08/09/2026
Blackmagic Design has announced price reductions on its PYXIS 6K and Cinema Camera 6K models, effective immediately through Blackmagic Design resellers worldwid...
08/09/2026
AI-Media will demonstrate its LEXI Suite at IBC2026 (Booth 5.C34, September 11-1...
08/09/2026
Bitmovin and Ad Insertion Platform (AIP) have announced the first live deploymen...
08/09/2026
Grass Valley will demonstrate story-centric media workflows at IBC2026 (Booth 9.A01, RAI Amsterdam, September 11-14), connecting newsroom production, content ma...
08/09/2026
M2A Media and Ateme have announced a partnership integrating Ateme's video processing solutions into M2A Media's MediaToAnywhere platform for live sport...
08/09/2026
Ikegami will exhibit at IBC2026 (Stand 12.A31, RAI Amsterdam, September 11-14), including a Day 1 introduction of new cameras in the UNICAM XE series. Additiona...
08/09/2026
Broadcast industry analysts will be gathering plenty of insights at the 2026 IBC Show this weekend in Amsterdam, but Caretta Research has offered up some though...
08/09/2026
SENSHI and DAZN have announced a global broadcast partnership that will bring SENSHI's live events free to viewers in more than 200 markets. The partnership...
08/09/2026
New architecture built with Evertz will bring 4K HDR to Monday Night Football, N...
08/09/2026
Built for rap producers, by rap producers
Sauceware Audio, the independent plug-in company founded by Grammy-nominated producer Jacob (Travis Scott, 21 Sava...
08/09/2026
Classic Sound Techniques design revived
Warm Audio's latest release delivers a meticulous recreation of the preamp circuitry employed by the Sound Techn...
08/09/2026
Latest soft synth inspired by the Memorymoog
XILS Lab have just launched a software instrument that draws its inspiration from Moog's iconic Memorymoog,...
08/09/2026
The Airport Chaplain takes off as SBS's biggest launch of 2026
8 September, 2026
Media releases
1.67 million viewers on National Total TV to date
Best...
08/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/09/2026
Mo-Sys, the world-leading developer of virtual production, camera robotics and image tracking technology, has completed a business restructuring, which has incl...
08/09/2026
New York, September 8, 2026 The TSAmediaHUB audiovisual contribution and distribution infrastructure developed by Telef nica's Audiovisual Services area re...
08/09/2026
Expanded Riyadh operation brings Asharq and Thmanyah services together on a resilient on-premises Pebble platform.
Pebble, the leading automation, content mana...
08/09/2026
Techex, a pioneering leader in live video workflows, will showcase its broadest software feature set to date at IBC 2026 (Stand 2.B45), extending its lead in so...
08/09/2026
Visitors to Grass Valley's booth at IBC2026 will be introduced to new Framelight X capabilities that connect content acquisition, management, editing and pu...
08/09/2026
BCNEXXT will showcase the latest evolution of Vipe at IBC2026 (Stand 2.B09), introducing a series of innovations designed to deliver higher-quality audience exp...
08/09/2026
Bitmovin, a provider of video streaming solutions, has partnered with Ad Insertion Platform (AIP), a leading innovator in advanced ad insertion technologies, to...
08/09/2026
Brainstorm, a leading manufacturer of real-time graphics and augmented and virtual production, is announcing a major package of enhancements to its Suite 7 soft...
08/09/2026
Big Blue Marble is supporting TDF, French infrastructure and network operator, broadcasting Digital Terrestrial Television (DTT) and radio services, as a techno...
08/09/2026
Agents work inside a single production environment, from incoming wire copy to a live studio show...
08/09/2026
Building on their strategic partnership, Ceeblue and Layercake make the unthinkable possible: scalable sub-second streaming over standard DRM, SSAI, and CDN wor...
08/09/2026
Brainstorm, a leading manufacturer of real-time graphics, augmented and virtual production, is completing the environment for fast-paced broadcast production wi...
08/09/2026
A SaaS portfolio built to work together, helping operators grow audiences, monetise smarter and run leaner, on their own terms
At IBC 2026 (stand 1.B49) Synam...
08/09/2026
Accedo, global provider of video streaming software and services, has been selected by PlayOn Sports, a national leader in high school sports technology, to exp...
08/09/2026
LiveU, the leader in live IP-video solutions, is enabling The Associated Press to take global newsgathering to the next stage with intelligent connectivity and ...
08/09/2026
Mediagenix, a global leader in smart content solutions to profitably connect the right content to the right audience, today announced the latest evolution of it...
08/09/2026
Compact, power-efficient X Platform performance brings broadcast-grade reliability and ultra-low latency to space-constrained remote production (REMI) workflows...
08/09/2026
Zixi, the leader in live video delivery and workflow orchestration, and Kiloview, a leading provider of professional IP video encoding and decoding solutions, t...
08/09/2026
Collaboration gives content owners scalable CDN capacity and broadcasters enhanced flexibility, including for C-band transition planning
Quortex today announce...
08/09/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
08/09/2026
Telos Alliance and Pluxbox Announce Dynamic Media Facility Integration Partnersh...
08/09/2026
J nger Audio Showcases Industry-First S-ADM Cloud Workflow at IBC 2026
Search
Dolby, MainConcept, Techex and J nger Audio will showcase the industry's ...
08/09/2026
Tuesday 8 September 2026
Sky Go gets a major upgrade for Sky Glass and Sky Stream customers
Today, Sky launches a new version of the Sky Go app for Sky Glass ...
08/09/2026
Documentary thriller simulating a Russian attack on UK soil will culminate in a live final episode reuniting the playersTuesday 8 September 2026
Trailer releas...
08/09/2026
Tuesday 8 September 2026
Jamie Demetriou and Amelia Dimoldenberg to host next t...
08/09/2026
Wuppertal September 8, 2026
Riedel Introduces New OnAir Headset PlatformRiedel Communications today announced the launch of its new OnAir headset platform, a...
Editor's note: This post is part of the AI On blog series, which explores the latest techniques and real-world applications of agentic AI, chatbots and copilots. The series also highlights the NVIDIA software and hardware powering advanced AI agents, which form the foundation of AI query engines that gather insights and perform tasks to transform everyday experiences and reshape industries.
