Choose the product around the layer your application is missing. A broad fraud platform and a focused IP lookup have different integration responsibilities. The right fit depends on the identity, account history and decision workflow you already operate.
You need device, network and account context together
Consider ShieldLabs for a self-serve combination of identity, named risk signals and ready-made account abuse detections. Consider SEON when multiple enrichment sources and configurable rules are central to the workflow. Examine collection requirements and investigation effort as well as the first subscription price.
You are building around device recognition
Consider Fingerprint when device continuity, Smart Signals and web or native mobile integration are the center of the design. Compare signal availability by plan and platform. Device identity still needs a deliberate link to the application’s user and action IDs.
Your backend needs an IP-risk response
IPQualityScore supplies detailed IP fraud context, while proxycheck.io offers a focused connection API with daily query plans. Review the response schema, error handling and cache policy before using the result in a customer decision.
You need network enrichment alongside existing account logic
IPinfo fits an existing workflow that needs structured IP and ASN context plus privacy fields on the appropriate plan. Lite, Core and Max do not have the same scope. A free location response is not evidence of free VPN or residential proxy coverage.
You need account authentication rather than another signal
Review passkeys, multifactor authentication, recovery and session management alongside risk tooling. A detector can identify a relevant change without proving account ownership. The account takeover hub connects those controls to a complete customer journey.
Compare your pilot cost
List the checks performed at signup, login and sensitive actions. Estimate peak daily and total monthly volume. Include plan gates, annual billing terms and the engineering needed to supply missing layers. The comparison table shows the different units; the methodology provides the evaluation questions.