AI agent use cases for product teams
How product teams put AI agents to work: real deployments with the results they reported, and recipes you can try. Every example links to its source.
Delegate a Linear issue to Codex and turn the result into a PR
With Codex installed in Linear, you can assign an issue to Codex or mention @Codex in a comment. It runs a cloud task on the linked repository and reports back in the issue.
Codex picks an environment and repository and starts a cloud task.
Assign a GitHub issue to Copilot and get back a pull request
You assign an issue to Copilot just like a teammate. It works in the background, pushes its changes to a pull request and asks you to review it.
Copilot investigates the task, pushes its changes to a pull request and then requests your review.
How Nokia analyzed more than 50 million lines of code in two weeks with Cursor
Two Nokia engineers used Cursor to analyze a large C, C++ and Go codebase before breaking up a monolith. The analysis had been expected to need a much larger expert team.
As reported by Cursor: 'two engineers analyzed more than 50 million lines of code in two weeks'.
How National Australia Bank sped up legacy migrations with Cursor
NAB engineers used Cursor to understand and migrate legacy Silverlight/.NET and Assembly systems, and to build a new payment app. As reported by Cursor, delivery was well ahead of…
As reported by Cursor: NAB 'originally scoped six months of work' for the BizCalc migration and now expects it to finish in two months, 'a 3x improve…
How Empower cut incident response time with Factory Droids
Fintech company Empower used Factory's platform and Review Droid for incident diagnostics, QA impact analysis, product questions and automated code review. As reported by Factory,…
As reported by Factory: incident response time was reduced 'by up to 40%'.
How Delivery Hero replaced PRD alignment with Lovable prototypes
A Delivery Hero product manager built a clickable prototype in Lovable instead of starting with a written PRD. Stakeholders gave feedback on it directly, and alignment took less t…
As reported by Lovable: the PM 'built a working prototype in one hour'.
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Where these examples come from
Every example links to its source: a company's own engineering blog, a vendor's customer story, official documentation or a public write-up. AgentGid writes the summary; the figures under “Results” are quoted from the source as it reports them, and most customer stories are published by the vendor of the tool, so read them as the vendor's claims. Recipes follow the official docs at the time we checked them; tools change quickly, so the linked docs are the reference.
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