Author profile
Owen Castellano
Device Intelligence Editor at Device Intelligence Review, covering recognition, environment integrity, risk context and platform integration.
Editorial approach
Separate recognition from risk, keep the client and plan explicit and connect product claims to their actual sources. Use known-device cases and legitimate controls to understand the intended application workflow.
Reviews and practical guides
- ShieldLabs
- Fingerprint
- SEON
- Castle
- Sift
- LexisNexis ThreatMetrix
- TransUnion TruValidate
- Sardine
- Verisoul
- IPQualityScore
- Incognia
- FingerprintJS (open source)
Device intelligence vs device fingerprinting: what changes
Compare device intelligence and device fingerprinting by recognition, risk evidence, account context and operating workflow before selecting a platform.
Device intelligence signals: read the evidence in layers
Understand device intelligence signals: browser attributes, network masking, integrity and account activity. Compare evidence and inspect the actual API output.
Device ID persistence: test recognition and collisions
Test device ID persistence after storage changes, private browsing and network changes. Measure false splits and false merges using known-device controls.
Device risk scores: identity, risk and account context
Read device risk scores without confusing matching confidence, device reputation and account-level abuse. Keep score semantics and action outcomes explicit.
Device intelligence integration: connect the protected event
Plan device intelligence integration: supported collection, event association, backend results, webhooks, account identifiers and missing-result handling.
Device intelligence pricing: compare checks, APIs and access
Compare device intelligence pricing by identifications, fraud checks, API budgets and contracts. Check the signals and workflow included in each access plan.
How to evaluate a device intelligence platform in 2026
Evaluate a device intelligence platform with known-device cases, legitimate controls, integrity tests, workflow checks and clearly separated error rates.
Device history and account links: a practical guide
Use device history and account links to investigate repeated activity while keeping device recognition, shared-device use and account identity distinct.