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I shipped a free ATS preview inside my paid AI tool. Here's the engineering write-up.

DEV Community·Giovanni Sizino Ennes·28 days ago
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#webdev#javascript#ai#const#preview#paid
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Most resume tools either charge for ATS scanning ($49/mo Jobscan) or treat it as a one-shot diagnostic disconnected from the actual application flow. I run an indie AI job-prep SaaS at aimvantage.uk and the recurring user pain was the same: people only find out their CV broke parsing AFTER the rejection email lands. Today I shipped a fix — a free in-product ATS preview that lives inside the paid prep-pack flow. Here is the engineering write-up. The constraint The dashboard already accepts CV uploads (PDF, DOCX, TXT) and forwards them to Gemini for the full prep pack. The full pack costs 3 tokens.…

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