Device intelligence field guides
Understand device recognition, environment integrity, account context and the integration that connects them.
Evidence, implementation questions and buying trade-offs for teams evaluating application protection.
Latest guides
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.
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Practical research guides
Network and location context for device platforms
Add network and location context to device history. Evaluate relays, residential routes, API provenance, risk scores and uncertainty before taking action.
Device intelligence: recognition, risk and history
Compare device recognition, risk and history as separate capabilities. Review browser and audio signals, mobile clients, visitor analytics and privacy.
Device platforms for account and bot security
Use device platforms in account security while preserving authenticator and permission checks. Compare bot, login, recovery and takeover evidence.
Device links in account and benefit policies
Apply device links to account and benefit policies. Distinguish shared equipment from repeated trials, promotions, referrals and ineligible bonus claims.
Device intelligence across commerce events
Connect device intelligence to orders, payment risk, refunds and paid access. Keep recognition, identity proofing and contractual protection separate.
Measure recognition and business risk separately
Measure device recognition and business risk independently. Review collisions, missed returns, false declines, traffic quality and the corrected outcome.
Device platform selection and category boundaries
Select a device platform by collection, matching, risk and operational workflow. Separate customer recognition from asset inventory and specialist analytics.