Insurers begin pricing premises with agents differently
Carriers are starting to give credit for continuous monitoring on construction sites, in fleets and in workers' comp. None of them has yet written a rate for a video agent, and more than 60 of them are filing to exclude AI from liability cover.
I could not find a single carrier that has published a premium credit, deductible reduction or rating factor for AI video agents as such. What exists is narrower: credits for continuous jobsite monitoring in builders' risk, discounts for camera-enabled telematics in commercial auto, and one workers' compensation programme priced around computer-vision safety data. Vendors are already telling customers it is coming. Carriers are saying something more careful.
Construction sites: the credit exists, but it is for water sensors
The clearest published signal is a June 25, 2026 Engineering News-Record piece on builders' risk. The technology in question is Brickeye's leak-detection sensors and automated shutoffs. No cameras are involved. But the carriers quoted are talking about monitoring as a category.
Justin Levine, chief executive of the insurer Shepherd, told ENR: "What we're trying to do is bring behavior-based pricing into commercial insurance." Projects using Brickeye can see water-damage deductibles cut "by 50% or more." Matt Wagner, head of construction property at Zurich North America, said that if "a customer is willing to invest in safety up front, and if it's something that we have seen before and we're comfortable with, then we want to make sure we're supporting that project," and put the difference at a $2 million versus a $1 million deductible. Sedat Kunt of Marsh called monitoring "one of the most significant shifts in builders' risk underwriting."
Jason Behrer, managing director for builders' risk at Aon, on carriers pricing the credit: "They see the potential for it, but they're not yet there." Carriers reward monitoring they have seen work on their own loss runs, and a camera agent that flags a missing harness has not shown up there yet.
The Hartford: watching the video, discounting the vehicles
The Hartford talks most openly about AI watching video. Matt Scott, its head of P&C innovation, told Risk & Insurance in June that "AI is trained to watch videos and spot problems constantly. That could be a hot spot, a forklift doing donuts, an inappropriately packed pallet, or a process that's simply broken." His line that AI moves risk prevention "from a snapshot to an ongoing film" is the best short description I have read.
The discount he describes, though, is for telematics. "We offer discounts in most of the U.S.," he said, adding that "the most effective telematics is camera-enabled with on-point coaching by risk professionals." That is a dashcam programme for commercial vehicles. In an April Insurance Business interview, The Hartford's Dan Campany described fixed cameras as a service: "We can take those same cameras, put computer vision software on them, and have AI watch the video in real time." He called it "our ability to watch 24/7/365" and said "the safer a client becomes, the better it is for the risk-transfer relationship." No credit is named. The camera work is loss control; its effect on price runs through the client's loss history.
Workers' comp: the one place computer vision is already in the rate
The exception is workers' compensation. In March 2023 CompScience announced a managing general agent arrangement with Nationwide and Swiss Re to write policies around its computer-vision safety platform. Nationwide's John Lopes said the platform "provides truly actionable insights into workplace risks"; Swiss Re's Sebastien Bert said the project "reduces the financial cost of insurance protection." That is a carrier and a reinsurer putting capacity behind camera analytics for three years now.
CompScience's own April 2026 post says customers "report 16% decreases in overall claim frequency and 23% reductions in incident rates year-over-year." Treat that as a vendor figure until a carrier repeats it.
The counter-trend: excluding AI altogether
While loss-control teams warm to cameras, liability underwriters are moving the other way. A CSIS analysis published September 4, 2026 reports that more than 60 property and casualty groups filed AI exclusions this year, naming Chubb, Travelers, AIG and W.R. Berkley. W.R. Berkley's proposed wording bars claims involving "any actual or alleged use" of AI, including products "incorporating" it. ISO's generative AI exclusion for general liability took effect January 1, 2026, and state commissioners had approved more than 80 percent of the requests by late April.
That matters for a facility whose agent talks down an intruder or stops a conveyor. The same carrier that credits the monitoring may exclude the liability if the agent acts wrongly.
Where this leaves a buyer
Vendor blogs, including Spot AI's August post on premium reduction, tell customers that underwriters reward technology adoption, and cite no carrier. The published record supports a narrower claim: carriers price behaviour they can measure, and they have started doing so for sensors, dashcams and workers' comp video. The agent on the wall is still waiting its turn. Aon's Behrer said carriers "see the potential for it, but they're not yet there," and nothing published since June changes that.