Exogram vs Anthropic Claude (Claude 4 / MCP)
“Constitutional AI is not execution governance.”
What Anthropic Claude (Claude 4 / MCP) Does
- •Anthropic provides Claude — trained with Constitutional AI for safety alignment.
- •Claude supports tool use, MCP (Model Context Protocol), and computer use capabilities.
- •Constitutional AI reduces harmful outputs through training-time alignment, but it is probabilistic — not guaranteed.
- •Claude can still hallucinate schemas, forget constraints, and propose destructive actions despite safety training.
What Exogram Does
- ▸Exogram provides a native MCP server that integrates directly with Claude Desktop.
- ▸Every tool call Claude proposes passes through Exogram's deterministic policy engine — 8 rules, 0.07ms, zero LLM inference.
- ▸Constitutional AI shapes intent. Exogram enforces boundaries. One is training. The other is infrastructure.
- ▸Exogram catches what Constitutional AI misses: schema hallucination, context window overflow, and multi-turn drift.
Key Differences
| Dimension | Anthropic Claude | Exogram |
|---|---|---|
| Safety Method | Training-time alignment (probabilistic) | Runtime enforcement (deterministic) |
| Guarantee Level | Reduces probability of harm | Blocks harmful actions (0% false negatives) |
| MCP Support | Yes (protocol creator) | Yes (native MCP server) |
| Schema Hallucination | Still possible | Blocked by schema enforcement |
| Evaluation Latency | N/A (no governance layer) | 0.07ms |
The Verdict
Use Claude for reasoning. Use Exogram to ensure Claude's actions never reach production without validation. Constitutional AI is necessary but not sufficient — it shapes behavior, it doesn't enforce boundaries.
Is Anthropic Claude (Claude 4 / MCP) vulnerable to execution drift?
Run a static analysis on your LLM pipeline below.
Frequently Asked Questions
Does Exogram work with Claude Desktop?
Yes. Exogram ships a native MCP server for Claude Desktop. Install with one click — no configuration required.
Why isn't Constitutional AI enough?
Constitutional AI reduces the probability of harmful outputs through training. But probability ≠ guarantee. Exogram provides the deterministic guarantee that Constitutional AI cannot.
Can Claude bypass Exogram?
No. Exogram sits between Claude's tool calls and execution. The model has no direct access to your tools. Every action must pass through the policy engine.