Find the right layer of protection.Research library · October 2026

Find the missing layer.

A useful alternative matches the action, evidence and operating model your business needs.

Choose an alternative by identifying the missing layer in the workflow you already operate. A focused component can fit an established risk system; a broader platform can reduce the number of separate integrations and operating surfaces.

Device intelligence

Device intelligence helps a team understand the environment behind an interaction. Recognition links observations over time; integrity and network signals explain changes or masking. A useful product makes those outputs available at the moment your application needs them.

Consider ShieldLabs, Fingerprint, SEON, Sardine, Sumsub. Read the category guide for the evaluation questions and boundaries.

Account abuse

Account abuse includes unauthorized access to a real account and misuse of accounts to extract value or bypass a product rule. The strongest evaluation starts with the protected action: signup, login, a referral payment, a discount redemption or a change to recovery details.

Consider ShieldLabs, SEON, Sift, Sardine, Arkose Labs. Read the category guide for the evaluation questions and boundaries.

Payment fraud

Payment fraud tools assess the risk around a movement of money or a purchase. The workflow changes with the payment rail and the stage of the transaction. Buying a score, buying a decisioning platform and buying a liability arrangement create different responsibilities.

Consider Sift, Sardine, Signifyd, Forter, SEON. Read the category guide for the evaluation questions and boundaries.

Chargebacks and disputes

Chargeback software can prevent risky orders, organize a dispute response or reimburse eligible losses under an agreement. Those are separate mechanisms. Compare the supported workflow and purchased coverage rather than treating every chargeback-related product as the same guarantee.

Consider Signifyd, Forter, Sift, Sardine. Read the category guide for the evaluation questions and boundaries.

Bots and automated abuse

Bot protection detects and responds to automated activity. The policy must distinguish an abusive process from authorized automation, such as search indexing or a partner integration. Evaluate the whole collection-to-enforcement path on the actual endpoints your users and systems call.

Consider DataDome, Arkose Labs, ShieldLabs, Fingerprint. Read the category guide for the evaluation questions and boundaries.

Identity verification

Identity verification evaluates a claimed identity through a defined process. Device and account-risk signals add context about the interaction and later activity. Start with the claim your service must verify, the population using it and the action that depends on the result.

Consider Sumsub, Sardine, SEON. Read the category guide for the evaluation questions and boundaries.

Compare the full cost

List the action volume, billing unit, feature gates and minimum commitment. Add engineering, investigation, customer friction and any residual loss exposure. Keep a financial guarantee distinct from an API or software subscription when reviewing a proposal.