Fraud Detection

Flag fraudulent interviews with our AI agent for quality detection

Ensure high-quality data, regardless of source. Outset's fraud detection system evaluates every participant in your research projects to ensure your data is truly representative, accurate, and insightful.

Screenshot of participant list showing names, locations, times, and status indicators such as Fraud detected, Low effort, and Complete

Leading organizations trust Outset for the highest-fidelity research data

  • Glassdoor company logo
  • Hubspot company logo
  • Indeed company logo
  • Coinbase company logo
  • Ipsos company logo

Leading organizations trust Outset for the highest-fidelity research data

  • Glassdoor company logo
  • Hubspot company logo
  • Indeed company logo
  • Coinbase company logo
  • Ipsos company logo

Leading organizations trust Outset for the highest-fidelity research data

  • Glassdoor company logo
  • Hubspot company logo
  • Indeed company logo
  • Coinbase company logo
  • Ipsos company logo

Be confident in the quality of your research data

High-Quality Participant Panels

Outset only partners with respected, reputable panel partners who keep their lists clean. Fraud prevention is a priority before you even recruit.

Custom Screeners

Ensure your participants are who you truly want to hear from by building native custom screeners and setting advanced screenout logic.

Custom Screeners

Ensure your participants are who you truly want to hear from by building native custom screeners and setting advanced screenout logic.

Fraud Detection Agent

Outset automatically detects and flags when participants are using an LLM, using custom built software with over 99% accuracy.

Fraud Detection Agent

Outset automatically detects and flags when participants are using an LLM, using custom built software with over 99% accuracy.

AI Quality Screener

Outset detects low-quality, low-effort answers in real-time and prompts participants to provide better detail or risk being removed from the study.

AI Quality Screener

Outset detects low-quality, low-effort answers in real-time and prompts participants to provide better detail or risk being removed from the study.

Only Pay for Authenticity

Any interviews confirmed by your team to be fraud are reported for future reference and fully compensated, so you don’t waste time or money.

Only Pay for Authenticity

Any interviews confirmed by your team to be fraud are reported for future reference and fully compensated, so you don’t waste time or money.

Manual Fraud Controls

If your team reviews an answer marked as fraud and they disagree, Outset gives full control to reverse a fraud flag to include in your research.

Manual Fraud Controls

If your team reviews an answer marked as fraud and they disagree, Outset gives full control to reverse a fraud flag to include in your research.

Trusted by the best

Top companies use Outset’s AI-moderated research platform to learn faster and make better decisions.

  • Nestle logo

    Outset is now a key tool for our team to get more, better, and most importantly, faster research done, accelerating our innovation pipeline substantially.

    Profile photo
    Michael Widenmeyer

    Consumer Insights Sr. Manager

  • WeightWatchers logo

    The speed and quality of the responses were outstanding. Outset will afford my team the opportunity to significantly increase the speed of delivery.

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    Wil Readinger

    Head of UX Research

  • Outset is an integral part of our Microsoft Copilot research team, and access to their tool has transformed the way we work and the speed and depth of how we are able to understand and build for our users.

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    Chris Monnier

    Principal UX Researcher

  • Glassdoor logo

    I would have never been able to moderate 50 sessions in a reasonable amount of time, but with Outset, you can run 50 interviews while you’re on a 20-hour flight

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    Athena Petrides

    Senior Lead UX Researcher

  • Away logo

    Being able to focus my energy and leaving the interview process and the first analysis portion to Outset has helped me grow in my career

    Profile photo
    Jennifer Lien

    Senior UX Researcher

  • Away logo

    [Outset] opened up a Pandora’s box, in a good way. We have all of these options for different types of research that our team couldn't do before. Now we can.

    Profile photo
    Jessica Davis

    Senior Manager of Customer Insights

  • Board of Innovation logo

    Outset allows users to spend their time on what really matters, which is understanding the consumer and designing products, rather than on countless hours of interviewing and labeling.

    Profile photo
    Leo Velásquez

    Senior Experiment Designer

The advantage of fraud detection

Built-in safeguards ensure insights remain grounded in real participants, even as research volume grows.

More Reliable Insight

Fraud detection helps ensure responses reflect real participants, keeping findings grounded in authentic experience.

Better Decisions, Less Noise

By filtering low-quality or synthetic inputs, teams can act on cleaner signals with greater confidence.

Better Decisions, Less Noise

By filtering low-quality or synthetic inputs, teams can act on cleaner signals with greater confidence.

Credibility Stakeholders Can See

When insights are backed by verified data, research carries more weight across the organization.

Credibility Stakeholders Can See

When insights are backed by verified data, research carries more weight across the organization.

Customer Spotlight

How real researchers are using Outset to keep their research data clean

Hubspot company logo

How Hubspot Learned to Speak Its Key Persona's Language

How Away Exposed Surprising Behavior from 98% of Shoppers

Glassdoor company logo

How Glassdoor Uncovered Critical Features Missing from Its AI-MVP

Customer Spotlight

How real researchers are using Outset to keep their research data clean

Hubspot company logo

How Hubspot Learned to Speak Its Key Persona's Language

How Away Exposed Surprising Behavior from 98% of Shoppers

Glassdoor company logo

How Glassdoor Uncovered Critical Features Missing from Its AI-MVP

Customer Spotlight

How real researchers are using Outset to keep their research data clean

Hubspot company logo

How Hubspot Learned to Speak Its Key Persona's Language

How Away Exposed Surprising Behavior from 98% of Shoppers

Glassdoor company logo

How Glassdoor Uncovered Critical Features Missing from Its AI-MVP

Find out how Outset accelerates every step of research

Test out a demo interview to see how Outset transforms research speed, scale, and insight quality.

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Find out how Outset accelerates every step of research.

Test out a demo interview to see how Outset transforms research speed, scale, and insight quality.

two women talking

Find out how Outset accelerates every step of research.

Test out a demo interview to see how Outset transforms research speed, scale, and insight quality.

two women talking