How Is Exogram Different From
WAF, IAM, DLP, and SIEM?
Traditional security tools assume threats originate from external attackers or human employees. Autonomous AI agents run inside your trust boundary, using valid credentials to generate unpredictable multi-step tool calls.
| Threat Scenario | WAF | IAM | DLP | SIEM | Exogram |
|---|---|---|---|---|---|
| AI agent attempts unauthorized customer data deletion | Misses API intent | Token already authorized | Data not leaving network | Logs after deletion | Blocks before execution |
| AI enters infinite loop burning $10K+ API spend | Valid HTTP traffic | Permitted credential | No policy trigger | Alerts 2 hours later | Halts loop in <0.07ms |
| AI leaks PII via indirect prompt injection | Encrypted payload | Irrelevant to prompts | May catch outbound text | Logs raw prompt text | Sanitizes input & output |
| AI agent triggers unauthorized financial transaction | Clean HTTP POST | Shared service account | No data payload leak | Records event post-facto | Requires HITL approval gate |
| AI bypasses system prompt instructions | No prompt visibility | No prompt context | No behavioral parsing | Cannot prevent bypass | Enforces code invariants |
| Compliance audit trail for every AI decision | Transient web logs | Session login logs only | Violation alerts only | Partial unstructured logs | Immutable audit ledger |
Why Existing Security Stacks Fail Autonomous AI
AI agents execute dynamic decisions at millisecond speeds. Perimeter defenses cannot inspect model intent.
1. Web Application Firewalls (WAF)
WAFs evaluate incoming HTTP requests for SQL injection signatures and cross-site scripting (XSS). But when an AI agent sends a valid GraphQL mutation to update billing records, the request looks 100% legitimate to a WAF.
2. Identity & Access Management (IAM)
IAM verifies that a service account has database write access. However, IAM cannot differentiate between an agent writing a routine user update and an agent running a recursive loop that truncates tables.
Secure your AI agents today
Enforce deterministic boundaries before autonomous tool calls reach production.