Traditional tools follow fixed rules while AI learns. It spots subtle shifts in traffic patterns, recognizes unusual behaviours before they escalate, and adapts to new threats without needing a manual update.
Yes. At River API, we build in automated logging, data flow transparency, access controls, and anomaly detection that support real compliance, not just superficial audit exercises. When regulators come calling, you’ll have answers backed by structured data, not vague reports.
Our devs tune the models before deployment using your real data, not generic ones. For added control, they can configure soft alerts, human-in-the-loop approvals, or phased enforcement: you choose how much autonomy the system has, and our AI team calibrates accordingly.
Not at all. Most of our clients run hybrid environments. We integrate with your existing API gateway, observability tools, and auth layers.
Depending on your current setup and the number of APIs, a typical implementation takes 3-6 weeks. That includes data ingestion, model training, validation, and deployment. River API is fast because our teams stay focused and they avoid wasting time reinventing effective systems.