Challenge
Generic AI can't reason about vehicles.
Agnotic approach
We ground agents in real vehicle, service, and dealership data so answers are specific.

We build AI agents for automotive — grounded in your vehicle, dealership, and customer data — that automate dealer operations, support customers, and turn telematics and vehicle data into intelligence, so the business runs smarter across sales and service.
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Automotive spans manufacturing, dealerships, and connected vehicles — and each generates data that outpaces the teams watching it. AI agents grounded in that data turn it into action: automating dealership workflows, answering customer questions from real vehicle and service data, and turning telematics into maintenance and operational intelligence across the lifecycle.
The hard part is grounding and integration across a complex stack. Answers have to reflect real vehicle and dealership data, and the agent has to work across DMS, telematics, and customer systems. We build agents grounded in your systems, with scoped actions and human oversight on anything consequential, so automation improves sales and service without losing control.
See how we ground automotive AI agents — retrieval over vehicle, dealership, and telematics data across DMS and customer systems.

Common failure modes
Challenge
Generic AI can't reason about vehicles.
Agnotic approach
We ground agents in real vehicle, service, and dealership data so answers are specific.
Challenge
Data spans DMS, telematics, and CRM.
Agnotic approach
We integrate across systems for one operational picture.
Challenge
Automated actions can misfire.
Agnotic approach
Scoped, reversible actions with human oversight on consequential moves.
Challenge
Telematics data is high-volume.
Agnotic approach
Edge and streaming design that turns telematics into usable intelligence.
The agent types we build across automotive.
Automate dealership sales and service workflows.
Grounded support for sales, service, and vehicle questions.
Turn telematics and vehicle data into insight and prediction.
Automate reporting and cross-system workflows.
Where it runs
Automate sales and service workflows.
Grounded answers on vehicles and service.
Predict maintenance from telematics.
Turn vehicle data into insight.
Automate and optimize service booking.
Automated dealer and fleet reporting.
Automotive AI stalls when it can't ground on vehicle data or span systems. We build for both.
Standards we build against
Grounding on automotive data, cross-system integration, and oversight first.
We pick a high-value use case and map the vehicle, dealer, and telematics data.
Retrieval over DMS, telematics, and customer data for one picture.
Scoped actions, human oversight, and evaluation against real scenarios.
Rollout with logging, monitoring, and a feedback loop.
Agents that run smarter operations, grounded and overseen.
Scoped actions and human oversight on consequential moves.
Fluent in DMS, telematics, and vehicle data.
Retrieval over real vehicle and dealer data.
From vehicle data to customer UX, one system.
Tell us one high-value use case and your systems. We will return a grounded automotive AI agent plan scoped to pilot.
contact@agnotic.com
Partnerships
contact@agnotic.com