quality_assurance · saas · workflow
Assembled saves hundreds of engineering hours by using LLMs to generate tests
Writing comprehensive tests is often skipped due to time constraints or complexity, forcing engineering teams to trade off development speed against code quality.
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · Craft prompt with code context
An engineer crafts a precise prompt containing the function to test, struct definitions, and an example test suite.
Tools used
o1-previewClaude 3.5 SonnetChatGPTCopilotCursor
Outcome
Assembled engineers collectively saved hundreds of hours, individual engineers saved weeks of time, and tasks that previously took hours are now completed in 5–10 minutes.
Results
Time saved5–10 minutes
Running sincea few months
Source
https://www.assembled.com/blog/how-we-saved-hundreds-of-engineering-hours-by-writing-tests-with-llms
Grounding & classification
Source type: technical build writeup
21 fields verified against source quotes.
code generationmetric backednamed customerproduction runtime claimedtools describedworkflow describedsoftwareemployee productivitytime savedtechnical build writeupquality assuranceai draft human approval