VPN detectionUse VPN flags without blocking genuine customers
A practical way to combine VPN detection with account history, step-up checks and a measurable false-positive review.
Make the signal
useful in practice.
Concrete account journeys, investigation questions and implementation boundaries. Written by James Whitaker.
Six practical field guides
Each guide starts with a concrete problem: handling privacy traffic, reviewing proxy evidence, separating recognition from integrity, linking accounts or completing a step-up check. Use the example tables to review your own workflow, then follow the related hub for the product comparison. The examples are design illustrations rather than reported customer results. Keep the collection record and the final account decision separate so a review can improve the policy without rewriting the evidence.
VPN detection
Proxy detectionEvaluate residential proxy signals before changing policy
A field guide to trustworthy client IPs, network observations, missing results and false-positive review for residential proxy detection.
Anti-detect browsersSeparate anti-detect signals from device identity
Build an investigation that distinguishes browser manipulation, recognition and account behavior without confusing one for another.
Device fingerprintingDevice ID vs user ID: build a usable account history
A practical identity model for linking browser observations to authenticated accounts, shared devices and sensitive user actions.
Multi-accountingInvestigate repeat signups without penalizing shared devices
Define benefit eligibility, link repeated claims to evidence and review legitimate households or teams in a multi-accounting workflow.
Account takeoverDesign step-up checks for risky logins and account changes
Connect device and network observations to authentication, session controls and a complete recovery route for genuine account owners.