Fiddler AI
One of the longer-standing model-monitoring vendors, rebuilt around agent observability and inline guardrails with credible enterprise deployment options. Self-serve depth is limited: the free tier is guardrails-only and anything serious routes through the sales motion.
Pros
- Guardrails run on its own models without external LLM API calls, keeping latency and data exposure down
- Covers classic ML monitoring and agentic tracing in one platform
- Deployment options include SaaS, VPC, GovCloud and on-premises
- Named enterprise customers such as Mastercard and the U.S. Navy
Cons
- Per-trace pricing makes high-volume costs hard to predict without modeling
- Most differentiating capabilities sit behind the Enterprise tier