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Transformation of QA Methodologies (Manual QA to AI QA)

Oct 16, 2025 1 min read

๐— ๐—ฎ๐—ป๐˜‚๐—ฎ๐—น ๐—ง๐—ฒ๐˜€๐˜๐—ฒ๐—ฟ๐˜€ โ†’ ๐—”๐—œ ๐—ง๐—ฒ๐˜€๐˜๐—ฒ๐—ฟ๐˜€: ๐—ง๐—ต๐—ฒ ๐— ๐—ถ๐—ป๐—ฑ๐˜€๐—ฒ๐˜ ๐—ฆ๐—ต๐—ถ๐—ณ๐˜ 

After few years in  manual testing,  then i decided to dive into ๐—”๐—œ testing โ€” and wow, I quickly realized that it requires a completely different mindset. ๐Ÿš€

๐Ÿ”น ๐—œ๐—ป ๐— ๐—ฎ๐—ป๐˜‚๐—ฎ๐—น QA, we test against ๐—ฟ๐—ฒ๐—พ๐˜‚๐—ถ๐—ฟ๐—ฒ๐—บ๐—ฒ๐—ป๐˜๐˜€.

๐Ÿ”น ๐—œ๐—ป ๐—”๐—œ QA, the rules change. Requirements arenโ€™t always clearโ€ฆ Instead, we focus on ๐—พ๐˜‚๐—ฎ๐—น๐—ถ๐˜๐˜† ๐—ฑ๐—ถ๐—บ๐—ฒ๐—ป๐˜€๐—ถ๐—ผ๐—ป๐˜€ that go beyond the usual:
โ€ขโ   โ ๐—ฅ๐—ฒ๐—น๐—ฒ๐—ณ๐—ฎ๐—ป๐—ฐ๐—ฒ: Is the model answering the right questions?
โ€ข ๐—™๐—ฎ๐—ฐ๐˜๐˜‚๐—ฎ๐—น ๐—”๐—ฐ๐—ฐ๐˜‚๐—ฟ๐—ฎ๐—ฐ๐˜†: Are the answers trustworthy?
โ€ข ๐—ฆ๐—ฎ๐—ณ๐—ฒ๐˜๐˜† & ๐—•๐—ถ๐—ฎ๐˜€: Does the model avoid harmful or biased outputs?
โ€ข ๐—–๐—ฟ๐—ฒ๐—ฎ๐˜๐—ถ๐˜ƒ๐—ถ๐˜๐˜† & ๐——๐—ถ๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ถ๐˜๐˜†: How well does it think outside the box?

๐Ÿ’ก ๐—™๐—ผ๐—ฟ ๐— ๐—ฎ๐—ป๐˜‚๐—ฎ๐—น ๐—ง๐—ฒ๐˜€๐˜๐—ฒ๐—ฟ๐˜€ ๐—ฟ๐—ฒ๐—ฎ๐—ฑ๐˜† ๐˜๐—ผ ๐—บ๐—ฎ๐—ธ๐—ฒ ๐˜๐—ต๐—ฒ ๐˜€๐—ต๐—ถ๐—ณ๐˜:
โ€ขโ   โ Learn ๐—ฝ๐—ฟ๐—ผ๐—บ๐—ฝ๐˜ ๐˜๐—ฒ๐˜€๐˜๐—ถ๐—ป๐—ด (itโ€™s a game-changer).
โ€ข Get familiar with ๐—ฒ๐—บ๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด๐˜€ and ๐—ฅ๐—”๐—š systems.
โ€ข Explore tools like ๐—ฃ๐—ฟ๐—ผ๐—บ๐—ฝ๐˜๐—ผ๐—ผ, ๐—ง๐—ฟ๐˜‚๐—Ÿ๐—ฒ๐—ป๐˜€, and ๐——๐—ฒ๐—ฒ๐—ฝ๐—˜๐—ฎ๐˜ƒ๐—ฎ๐—น to sharpen your skills.
QA isnโ€™t going anywhere with AI โ€” in fact, ๐—”๐—œ needs smarter, more agile testers than ever before.

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