Research data quality
starts with who gets in.
Friskr™ evaluates everyone.
Fintech-grade risk evaluation built exclusively for research. Eight evaluation clusters assess every respondent in real time — so only verified, high-quality responses reach your survey.
SOC2 Type IISSO / SAMLGDPR compliantAudit-safe logs
friskr@shield:~$ live-monitor
$ Friskr™ scan --study=MR-20841 --live
→ 0 entries intercepted
﹡ Data shown above is for representation only.
40%
Risk rate · 2025
40% of nonprobability interviews in 2025 were at risk — Insights Association, Jan 2026
2B
Unverified interviews
Approximately 2 billion unverified interviews were completed in 2025 — NORC, Feb 2026
30%+
Flagged suspicious
30%+ of respondents flagged across 6 major panel sources — Rep Data / Greenbook, 2025
$350M
Data quality cost · 2024
Estimated data quality cost to market research industry in 2024 — Tremendous, 2025
How it works
Three steps. Clean data every time.
Friskr™ sits between your panel supplier and your survey. Every respondent passes through the evaluation stack before they reach question one.
01
Embed your Friskr™ link
Replace your survey entry URL with a Friskr™ evaluation endpoint. One URL change — no SDK, no script, no engineering. Works with every panel supplier and survey platform.
Setup time · under 2 minutes
02
Eight clusters evaluate in parallel
The moment a respondent clicks your link, all 8 clusters evaluate simultaneously — producing a composite Friskore™ score in real time, before they answer a single question.
Evaluation time · <400ms per respondent
03
Verified respondents pass. Others don't.
Respondents above the Friskore™ threshold proceed to your survey. Those below are silently redirected to a screen-out. Your dataset receives only verified, high-quality respondents.
Block rate · ~15% industry average
Interactive evaluation
See it evaluate a respondent.
Auto-cycling through real scenarios — clean, VPN-masked, duplicate, bot, and mixed signals. Watch the Friskore™ score and cluster grid update in real time.
All 8 clusters return clean signals. This respondent is genuine, non-duplicate, and geographically consistent with their declared profile.
✓ PASS
Proceeds to survey
Critical0–24
High Risk25–49
Moderate50–69
Low Risk70–84
Clean85–100
01 · BotGraph™
Bot Detection
Automation signals
Did you use a bot?
Detects bots, headless browsers, and automation frameworks at the entry handoff — before the respondent answers a single question.
02 · DeviceGraph™
Device Fingerprinting
Hardware identity
Who is this device?
Builds a stable hardware identity fingerprint that persists across sessions and cookie clears — catches shared or cookie-cleared devices across every re-entry attempt.
03 · EnvGraph™
Environment Integrity
Execution environment
Is this a real environment?
Detects VM, emulator, and fake device environments — validates the execution environment is genuine and unmodified, catching automated testing farms.
04 · NetGraph™
Network Trustworthiness
IP reputation layer
Is this IP trustworthy?
Assesses IP trustworthiness by identifying Tor nodes, VPN providers, datacenter ranges, and proxy services — flags high-risk network infrastructure.
05 · GeoGraph™
Geographic Consistency
Location triangulation
Are you where you claim?
Verifies geographic consistency across IP geolocation, timezone, browser language, and GPS coordinates — all signals must align before a location claim is accepted.
06 · TraceGraph™
Exact Duplicate Detection
Persistent identity graph
Have you been here before — exactly?
Exact duplicate detection via device hash and dfp_id matching — maintains a cross-project identity graph that catches the same respondent re-entering under a different profile.
07 · EchoGraph™
Fuzzy Duplicate Detection
Pattern matching
Have you been here before — probably?
Fuzzy duplicate detection across partial signal overlap — catches near-duplicates who switch browsers, clear storage, or modify minor profile details while maintaining recognizable behavioral patterns.
08 · VeloGraph™
Velocity & Frequency
Temporal behavior
How often do you do this?
Identifies professional survey takers via access frequency and completion velocity — catches 1,000-survey-a-day operations and artificially paced response patterns.
Layer 2 · FaceGraph™ β
Biometric Liveness
Webcam verification
Fires only when Friskore™ falls below your configured threshold. Webcam liveness confirms a real human is present — charged from wallet credits at $0.10 per escalation.
$0.10 · from wallet credits
Layer 3 · RuleGuard™
Study Rules Engine
Eligibility & quotas
Executes researcher-configured eligibility rules, quota controls, and exclusion criteria — with cross-deployment duplicate elimination across the same project included at base rate.
Set by researcher
05 · GeoGraph™
Geography Validation
Location triangulation
Cross-validates declared geography against network path, timezone, and browser locale — all three sources must agree before a geography claim is accepted.
06 · TraceGraph™
Cross-Vendor Identity
Persistent identity graph
Maintains a cross-project identity graph across all vendors — catches the same respondent re-entering under a different profile from a different supplier.
07 · ChronoGraph™
Temporal Patterns
Timing & velocity
Monitors completion velocity, keystroke timing, and burst participation patterns — catches artificially paced responses and 1,000-survey-a-day operations.
08 · RuleGuard™
Study Rules Engine
Eligibility & quotas
Executes eligibility rules, quota controls, and exclusion criteria — with cross-deployment duplicate elimination across the same project included at base rate.
Layer 2 · FaceGraph™ β
Biometric Liveness
Webcam verification
Fires only when Friskore™ falls below your configured threshold. Webcam liveness confirms a real human is present — charged from wallet credits at $0.10 per escalation.