Autonomous Revenue Risk & Anomaly Defense.
In AI-native architectures, revenue leakage is silent and exponential. CyraShield monitors token burn rates, coupon exploits, gateway latency spikes, and subscription drift in real-time.
The 7 Silent Killers of AI Revenue
Traditional fraud tools watch for stolen credit cards. CyraShield protects against AI-native operational destruction.
Runaway Inference Loops
Autonomous agent loops that recursively generate 100k+ tokens per minute without terminating. CyraShield intervenes in sub-second intervals.
Subscription Drift & Desync
Users who cancel their subscription in Stripe but whose API gateway keys continue serving unmetered LLM queries for weeks.
Credit Balance Exploits
Distributed multi-threaded race conditions where users spend 10x their purchased credit balance across concurrent streaming requests.
Card Testing & Bin Attacks
Automated botnets testing stolen card BINs against $1 trial signup forms, triggering massive PSP fee penalties and chargeback threats.
Silent Webhook Drops
Missed payment failure webhooks during high-concurrency cloud scaling that leave expired accounts active and burning tokens.
Model Degradation Waste
High retry rates caused by upstream LLM hallucination or schema violation loops, draining customer credits without delivering value.
CyraShield Risk Engine FAQ
CyraShield uses adaptive graduated responses: rather than immediately banning accounts, it applies dynamic context throttling, prompts interactive credit top-ups, or temporarily routes to distilled model fallbacks while notifying account admins.
Yes. CyraShield natively dispatches high-priority webhooks and alerts to Slack, Discord, PagerDuty, Datadog, and custom SIEM pipelines.
Eliminate Silent Revenue Leaks
Deploy CyraShield in under 15 minutes and safeguard your gross margins.