Most mid-to-senior applications are now filtered by an applicant tracking system (ATS) or an AI screening layer before a human ever opens them. A CV written purely to impress a human reader can quietly fail at that first, invisible gate. Here's how to write one that clears both.
Match language, don't just match skills
AI screening tools generally look for language overlap with the job description, not just conceptual overlap. If the listing says "stakeholder management" and your CV says "cross-functional collaboration," a keyword-matching system may not connect the two, even though a human would. Mirror the specific terms used in the listing wherever they genuinely apply.
Skip the graphics-heavy template
Elaborate visual CV templates — text boxes, columns, icons, unusual fonts — often parse badly through ATS systems, scrambling the text order or losing content entirely. A clean, single-column, standard-formatted document is more likely to be read correctly by software, even though it looks less "designed."
Lead every bullet with an outcome, not a duty
"Responsible for managing the marketing budget" describes a duty. "Managed a $2M marketing budget, reallocating spend toward channels that grew lead volume 34% year over year" describes an outcome, in language that both a keyword-matching system and a skimming human recruiter can register in under three seconds.
Quantify wherever you honestly can
Numbers do double duty: they're the fastest way for a human reader to gauge scale and impact, and they're also distinctive enough that they help a bullet stand out from generic phrasing during automated screening. If you genuinely can't quantify an achievement, describe the scope instead — team size, budget, timeline, number of stakeholders.
Keep a master CV, then tailor for each application
The strongest approach isn't one CV — it's a longer master document covering your full career history, from which you build a tailored, tighter version for each serious application, adjusting language to match that specific listing. This is more work per application, but it's the single highest-leverage thing you can do to clear both AI screening and a skeptical human reader.
Don't neglect LinkedIn
Recruiters increasingly cross-reference a CV against a LinkedIn profile before shortlisting. Inconsistent job titles, dates, or achievements between the two documents read as sloppy at best and dishonest at worst. Keep them aligned.