# CoTester/AI, Product

Published articles for CoTester/AI, Product.

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## How a SaaS Team Added AI-Assisted Testing Without Replacing Existing Automation

DevFeed: [How a SaaS Team Added AI-Assisted Testing Without Replacing Existing Automation](<https://devfeed.tech/articles/how-a-saas-team-added-ai-assisted-testing-without-replacing-existing-automation-121137.md>)

Original publisher: [Read original article](<https://testgrid.io/blog/saas-ai-assisted-test-automation/>)

Author: Team TestGrid

Published: 2026-11-06T13:36:20Z

Content type: article

Language: en

Sources: [TestGrid](<https://devfeed.tech/sources/testgrid-blog.md>)

Topics: [Test automation](<https://devfeed.tech/topics/test-automation.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Selenium](<https://devfeed.tech/topics/selenium.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [Continuous Delivery (CD)](<https://devfeed.tech/topics/continuous-delivery.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-assisted](<https://devfeed.tech/tags/ai-assisted.md>), [automation](<https://devfeed.tech/tags/automation.md>), [b2b](<https://devfeed.tech/tags/b2b.md>), [b2b-saas](<https://devfeed.tech/tags/b2b-saas.md>), [billing](<https://devfeed.tech/tags/billing.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [cotester-ai](<https://devfeed.tech/tags/cotester-ai.md>), [cotester-ai-product](<https://devfeed.tech/tags/cotester-ai-product.md>), [coverage](<https://devfeed.tech/tags/coverage.md>), [jira](<https://devfeed.tech/tags/jira.md>), [permissions](<https://devfeed.tech/tags/permissions.md>), [platform](<https://devfeed.tech/tags/platform.md>), [playwright](<https://devfeed.tech/tags/playwright.md>), [product](<https://devfeed.tech/tags/product.md>), [release](<https://devfeed.tech/tags/release.md>), [saas](<https://devfeed.tech/tags/saas.md>), [selenium](<https://devfeed.tech/tags/selenium.md>), [speed](<https://devfeed.tech/tags/speed.md>), [stories](<https://devfeed.tech/tags/stories.md>), [teams](<https://devfeed.tech/tags/teams.md>), [test](<https://devfeed.tech/tags/test.md>), [test-coverage](<https://devfeed.tech/tags/test-coverage.md>)

### AI overview

The team added CoTester to prepare and run reviewed smoke tests earlier while keeping its Selenium and Playwright suites. It used approved Jira stories and acceptance criteria to generate ordered scenarios, then had QA adjust steps and add permission, negative, and edge cases. A custom CI/CD hook triggered approved TestGrid tests after staging deployments; existing automation ran alongside them, and engineering retained the release decision. Runs provided step-level results, screenshots, and logs for investigating failures. In one billing-change example, QA added a read-only-user case that exposed an access-control defect before release. Comparing eight weeks before and after rollout, the company reported median release-gate feedback falling from 48 to 19 minutes, test preparation from about 2.3 hours to 30 minutes including review, and the approved smoke suite growing from 32 to 51 scenarios. These are company-reported results; the excerpt does not establish broader performance.

### Source excerpt

A B2B SaaS company operating a multi-tenant platform relied on frequent deployments to deliver new customer workflows, permissions, billing features, and administrative capabilities. Its engineering teams already had a mature CI/CD process supported by Selenium and Playwright automation. The challenge was keeping release-critical test coverage aligned with the speed of development. New Jira stories and [...]