Fiddler AI vs Orq.ai (2026)

Pros

• Covers AI agents and predictive ML models in one platform
• Evaluations and guardrails run in-environment, with no external LLM API call per check
• Free tier includes real-time guardrails
• Supports SaaS, VPC, on-premises, and AWS GovCloud deployment

Cons

• The free tier covers guardrails only; observability starts on the paid Developer plan
• VPC and on-premises deployment require the Enterprise plan
• Every plan on the pricing page starts with a demo request rather than self-serve signup
• No model routing or provider failover, so a gateway is a separate tool

Pros

• Gateway, observability, evals, prompts, and agent runtime in one platform
• EU-hosted by default, with VPC, on-prem, and air-gapped options on Enterprise
• Unlimited gateway seats, with usage billed by spans and data

Cons

• A platform fee applies to model traffic: 4.5% on Orq credits, 4% on BYOK past 1M requests a month
• AI Studio, the UI for prompts, agents, and experiments, costs €35 per seat per month