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Product research team

Freelance, Artificial intelligence

Finding the freelancers who actually deliver AI-assisted client work

How CleverX delivered a screened sample of genuine daily AI users from a broad, easy-to-overclaim group.

16%

Qualification rate (high bar)

91 screened

Candidates reviewed

5-step

Screener

Overview

A product research team partnered with CleverX to interview freelancers, consultants, and solo operators about how they use AI in client work. The goal was to surface real workflows and habits, not general opinions about AI.

The challenge

  • "Uses AI at work" describes almost everyone, so the real target was far narrower.
  • The first screener question alone ruled out 59% of respondents, who were full-time employees rather than independents.
  • Genuine daily, professional use had to be confirmed, not casual curiosity.
  • Respondents needed proof of AI-assisted work actually delivered to a client recently.

CleverX solution

CleverX built a five-step screener and briefed the moderator to listen for real ownership.

  • The screener worked through work arrangement, field, tools used, how often, and finally proof of delivered work.
  • The study attracted senior independent professionals.
  • The moderator followed up on any tool, template, or system the person had built themselves.
  • Every session ended with the same closing question, captured word for word, to make comparison easy.

Impact

  • 91 people screened narrowed down to 14 genuine daily AI users, a deliberately high bar.
  • 97% of those who reached the final question had delivered AI-assisted work to a client in the last 90 days.
  • 88% of those who qualified used AI every day, with the leading AI assistants most common.

Key takeaways

  • A low qualification rate is the screener doing its job on an easy-to-overclaim group.
  • Multi-step screening separates real daily users from casual claimers.
  • Asking the same closing question in every session makes it far easier to compare answers afterwards.

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