Exogram vs ZEP AI
“ZEP AI manages AI agent memory and context, while Exogram enforces deterministic execution security for every tool call.”
What ZEP AI Does
- •ZEP AI provides an open-source, long-term memory layer for AI agents, storing conversational context, summaries, and embeddings.
- •It covers the surface area of persistent memory, allowing AI applications to maintain state and recall past interactions effectively.
- •ZEP AI does not provide any execution governance, action validation, or deterministic security for the tools or functions an AI agent might call based on its memory.
What Exogram Does
- ▸Exogram establishes a 0.07ms deterministic execution boundary around all AI tool calls, ensuring every action is pre-validated against policy.
- ▸It blocks destructive tool calls, prevents unauthorized data access, and stops any action that violates predefined security rules, regardless of AI intent.
- ▸Exogram complements ZEP AI by securing the *actions* an AI agent takes based on the *memory* ZEP AI provides, ensuring that even with perfect recall, the agent's execution remains safe and compliant.
Key Differences
| Dimension | ZEP AI | Exogram |
|---|---|---|
| Primary Focus | AI Agent Memory & Context Management | Execution Governance |
| Security Method | Data Storage & Retrieval (No Execution Security) | Deterministic Logic (0.07ms) |
| False Negative Rate | N/A (Not an execution security tool) | 0.00% |
The Verdict
ZEP AI is an excellent choice for developers needing a robust, scalable memory layer to give their AI agents persistent context and recall. However, it offers no security for the actions those agents might take. Exogram is essential for any AI system that performs actions or interacts with external tools, providing an impenetrable, deterministic firewall to prevent misuse and ensure every execution is safe and compliant, regardless of the underlying memory or model.
Is ZEP AI vulnerable to execution drift?
Run a static analysis on your LLM pipeline below.
Frequently Asked Questions
Does Exogram replace ZEP AI?
No, Exogram does not replace ZEP AI. ZEP AI focuses on providing memory and context for AI agents, while Exogram focuses on securing the execution of tools and functions by those agents. They address different, but complementary, aspects of AI system development.
Can I use Exogram along with ZEP AI?
Absolutely. Using Exogram with ZEP AI creates a more secure and robust AI system. ZEP AI can provide the rich, persistent memory an agent needs, and Exogram can then ensure that any actions the agent decides to take based on that memory are deterministically validated and secured against policy violations.