Panel providers
How Panels Use Maxna to Shrink Reconciliation Fights
Client QC arrived as a spreadsheet of “failed quality” with no shared taxonomy. Bots, duplicates, and increasingly AI open-ends were all lumped together. Ops spent more time arguing than fielding. Identity-only flags did not explain synthetic verbatims the buyer’s analysts found in coding.
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
Approach
How Maxna is deployed
One gate on every client link
Members hit Maxna before the buyer survey. No supplier - including the panel’s own app - skipped the hop.
Cadence as default, Aether on scrutinized categories
Healthcare and political work got deeper farm, pro, and open-end AI. Everyday B2C stayed on Cadence for throughput.
Reasons, not vibes
Respondent-side fails (device, duplicate, VPN, bot) and response-side fails (AI / low-effort open-ends) were labeled separately so buyers could see both halves of integrity.
What changes
Operational outcomes
Fewer opaque disputes
Reconciliations cite Maxna reason codes instead of a private cleaning log. That is the operational win - not a made-up percentage.
Buyers see response quality
Synthetic verbatims are no longer a surprise in the client’s coding file. They were blocked before the complete existed.
Incidence is not pre-spent on junk
Traffic that would have become a complete-and-scrub never enters the buyer survey.
This is a deployment pattern from how Maxna is built to be used - not a named customer testimonial and not a fabricated lift statistic.
More patterns
Other seats
How Agencies Run One Integrity Bar Across Three Suppliers
How research agencies use Maxna as a supplier-agnostic gate so blended sample shares one respondent-quality and response-quality standard.
How Brand Insights Teams Keep Trackers Off Fraud Noise
How insights teams require Maxna on tracker fieldwork so bots, farms, and AI-written open-ends cannot masquerade as brand movement.
Bring a live wave, not a slide.
We’ll show respondent and response reasons on your sources.
Talk to us