Technology
Quality modules in action
See how each module works across pre-survey fraud prevention and in-survey data cleaning. Every animation below represents a real capability running in production.
Pre-Survey Scanning
130+ Signal Digital Fingerprint
Every respondent is scanned against 130+ signals including hardware specs, browser data, WebRTC overlays, and fraud history. Deep session profiles are built in milliseconds to create the most complete pre-survey scan in the industry.
Cross-Ecosystem Blocking
No-Fly Fraud Suppression List
The industry's first unified fraudster suppression list. Each respondent is checked against a daily-updated list of known bad actors. If they have been flagged anywhere in the ecosystem, they are blocked everywhere. A simple, binary check that returns clean or suppressed.
Survey Velocity Monitoring
Hyperactivity Detection
With more scans than any fraud tool in research, we see when a respondent has attempted 30, 50, or 100+ surveys in a 24-hour period. This level of cross-ecosystem visibility into respondent velocity is unique to pre-survey fraud prevention.
Cross-Industry Fraud Signals
8 External Reputation Databases
We subscribe to 8 external databases spanning IP reputation, bot detection, device intelligence, ad fraud, identity verification, proxy detection, browser integrity, and threat intelligence. Most platforms use 1, maybe 2. This gives us a broader reputation shield and the ability to catch fraud patterns that originate outside the research industry.
AI Response Detection
Open-Ended Score
AI evaluates every open-ended response for wrong topic, low effort, bad language, AI-generated content, duplicates, nonsensical text, and copy-paste. Each response gets a 0-100 quality score that catches what human reviewers miss.
"I love this product because it has many features that I enjoy. The quality is great and I would recommend it to everyone."
"honestly the battery life is what sold me - i had a samsung before and it'd die by 3pm every day. this one lasts til i go to bed"
"good product nice quality"
"The ergonomic design really helps with my carpal tunnel. I switched from a standard mouse and the difference after a week was noticeable in my wrist pain."
Cross-Answer Consistency
Coherence Score
AI detects contradictions across a respondent's entire set of answers automatically. It considers all question types and provides a specific explanation for each flagged inconsistency. No presetting required. Scored 0-100.
Keystroke Biometrics
Behavioral Analytics Score
Monitors keystroke rhythm, pauses between inputs, and typing speed in real time. Distinguishes natural human typing from bot-generated or copy-pasted responses. Watch the difference play out live.
Question-Level Timing
Time Score
Question-level timing analysis compares each respondent's actual completion speed against average benchmarks, question by question. Respondents who consistently answer far below average times are flagged. Compare two respondents side by side to see the difference.
Pattern Detection
Grid-Question Score
Detects mechanical answer patterns in grid and matrix questions. Catches straightlining (same answer for every row), diagonal patterns (sequential shifting), random clicking, and other non-engaged behaviors. Toggle between patterns to see what each looks like.
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