Your AI endpoint is just an API. Bots hit it like any other, except every bad request comes with an inference bill.
Here’s how to protect it 👇
https://t.co/DJyfJzPock
Most "free" plans are demos with a paywall waiting behind every real feature. Azion's Hobby plan ships DDoS Protection and WAF included, free. No upgrade wall to get basic security.
A security rule that requires a vendor ticket, an internal approval cycle, and a deploy window isn't a security rule. It's a plan to respond after the damage is done.
Learn how to fix it https://t.co/zNoBOYeQdO
Cold starts don't distribute randomly.
They concentrate on first-time users, traffic spikes, and low-traffic endpoints.
Which is to say: they concentrate on the moments your business depends on most.
We know how to fix that.
Palantir's CEO said something has gone completely wrong with how AI is sold.
He was talking about token pricing. He's right. Tokens are model-specific — the same prompt generates different token counts depending on which model, which tokenizer, which reasoning mode you're running. Finance teams can't forecast that.
Requests + GB-hours fix this. You pay for workload volume and compute time, the same dimensions your infra team already monitors.
Azion prices AI Inference at 0.60/Mrequests+0.60/Mrequests+0.22/GB-hour. No token tables. No per-model rate cards.
Most enterprises now report AI-related security incidents as routine.
Most security teams still run three tools that don't share signals.
That's where coordinated attacks land. 🧵
WAF + Bot Manager + network protection on one platform: an IP flagged at the network layer is immediately visible at the app layer. 40-minute correlation window goes to zero.
The latency you benchmarked is us-east-1 to us-east-1. Add a user in Lagos. Add a user in Jakarta. That 200ms becomes 700ms. The model is fine. The geography isn't.
Engineers spend 25 days provisioning each new application before writing a line of business logic. The cloud didn't eliminate infrastructure work. It moved it to YAML files and IAM policies.
Everyone says they're running serverless. Most moved a monolith into a Lambda with a 3-second cold start. The billing model changed. The architecture didn't.
Is your app REALLY multi-cloud?
CDN from vendor A. DNS from vendor A. WAF from vendor A. When vendor A has an outage, you find out what multi-cloud actually means.
Your controls work fine in isolation.
The problem is they operate in isolation.
That's the gap attackers are already inside.
Learn More: https://t.co/RgTENN9Rau
WAF, DDoS, bot management, and API security in one architecture means correlation happens at the platform level, not in a bridge call.
Analysts investigate from one place. Policies stay consistent.
The bottleneck disappears before the incident clock starts.