What is RV Tech and how are they using Devin?

RV Tech is a joint venture between Rivian and Volkswagen Group focused on developing software-defined vehicle platforms. The company uses Devin, an autonomous AI software engineer, to automate repetitive engineering tasks. Specifically, they have deployed Devin to handle customer support ticket triage and generate test cases for safety-critical propulsion and dynamics software.

How does Devin handle vehicle software ticket triage?

Devin operates as a Slackbot that monitors incoming reports from customer support. When tagged, the agent automatically extracts vehicle identification numbers and timestamps to pull relevant logs. It then runs parsing scripts to perform first-level triage, allowing human engineers to review the analysis rather than manually gathering data for every reported issue.

What is Software-in-the-Loop testing with Devin?

Software-in-the-Loop testing involves validating application software within a simulation framework. Devin handles this by ingesting the codebase architecture and system requirements to generate test cases. The agent writes nearly all the test code and iterates until the tests pass, significantly reducing the time systems engineers spend on manual traceability and review cycles.

What performance gains did RV Tech see with Devin?

The deployment of Devin resulted in a 10 to 15 times increase in test generation velocity for the dynamics and propulsion teams. While engineers previously authored one or two tests per day manually, they now reach up to 15 tests daily. Additionally, the automation of ticket triage redirected three to four engineers back to core product development.

Can Devin identify errors in software requirements?

Yes, during the pilot phase at RV Tech, Devin identified conflicting logic between two separate system requirements while generating test cases. By analyzing the requirements alongside the codebase, the agent flagged the inconsistency for human review. This capability allows teams to catch quality issues across the entire systems engineering model before code is finalized.

Cognition Deploys Devin for Autonomous Vehicle Software Testing at RV Tech

Agentic Coding

Enterprise AI

AI Agent

Performance

Published Apr 24, 2026

Cognition, an applied AI lab building autonomous software agents, released a case study detailing how RV Tech uses Devin to manage software for up to 30 million vehicles. The automotive joint venture uses the agent for autonomous ticket triage in Slack and Software-in-the-Loop testing—simulating hardware to test code—on propulsion systems.

This deployment marks a shift toward autonomous background coding in safety-critical environments. While traditional tools offer interactive assistance, Devin operates independently to ingest requirements and simulation frameworks, authoring nearly 100 percent of test code. This follows the parallel agent architecture used to tackle massive monolith refactors for other enterprise customers.

You can now integrate Devin into enterprise workflows to handle high-volume maintenance tasks like log parsing. The agent is available via the Devin platform, where it can be configured with specific playbooks to identify logic conflicts. For interactive work, it integrates directly with the Windsurf IDE.

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Frequently asked questions

What is RV Tech and how are they using Devin?: RV Tech is a joint venture between Rivian and Volkswagen Group focused on developing software-defined vehicle platforms. The company uses Devin, an autonomous AI software engineer, to automate repetitive engineering tasks. Specifically, they have deployed Devin to handle customer support ticket triage and generate test cases for safety-critical propulsion and dynamics software.
How does Devin handle vehicle software ticket triage?: Devin operates as a Slackbot that monitors incoming reports from customer support. When tagged, the agent automatically extracts vehicle identification numbers and timestamps to pull relevant logs. It then runs parsing scripts to perform first-level triage, allowing human engineers to review the analysis rather than manually gathering data for every reported issue.
What is Software-in-the-Loop testing with Devin?: Software-in-the-Loop testing involves validating application software within a simulation framework. Devin handles this by ingesting the codebase architecture and system requirements to generate test cases. The agent writes nearly all the test code and iterates until the tests pass, significantly reducing the time systems engineers spend on manual traceability and review cycles.
What performance gains did RV Tech see with Devin?: The deployment of Devin resulted in a 10 to 15 times increase in test generation velocity for the dynamics and propulsion teams. While engineers previously authored one or two tests per day manually, they now reach up to 15 tests daily. Additionally, the automation of ticket triage redirected three to four engineers back to core product development.
Can Devin identify errors in software requirements?: Yes, during the pilot phase at RV Tech, Devin identified conflicting logic between two separate system requirements while generating test cases. By analyzing the requirements alongside the codebase, the agent flagged the inconsistency for human review. This capability allows teams to catch quality issues across the entire systems engineering model before code is finalized.

Frequently asked questions

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