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Maxna vs the respondent-quality category

Most survey fraud tools stop at who the person is - or at a known question library. AI Agents still look like a real device. Maxna scores the respondent and the response - and stops the agent.

Why Maxna is different

Other platforms score the respondent. Maxna scores the respondent and the response.

Device IDs, bots, VPNs, and duplicates are necessary. They are not enough. A real device can still paste ChatGPT into every open-end. Maxna's proprietary AI grades what people type - so sample integrity is both who they are and what they say.

Respondent quality

Where most tools stop

  • Device fingerprinting and environment risk
  • Bots, scripts, and click farms
  • VPN / proxy and geo mismatch
  • Duplicates and professional respondents

Response quality

Maxna's proprietary AI layer

  • AI-written and synthetic open-ends
  • Low-effort and copy-paste answers
  • Cross-question consistency
  • Open-end scoring before the complete is paid

See the platform, AI response detection, or compare Maxna to other tools.

See both layers on your traffic.

We’ll map your current vendor to what Maxna already includes - and what it adds on the answers.

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