Comparison
AI-Native Agency vs Galileo Labs
Compare an AI-native agency engagement to Galileo Labs for LLM evaluation and observability. Different categories: platform vs delivery partner.
In one sentence
Galileo is an LLM evaluation and observability platform. We're a delivery partner who'll set up Galileo (or alternatives) as part of your workflow's eval harness.
Who this comparison is for
AI engineering team evaluating LLM eval/observability platforms
When Galileo Labs wins
When you're building AI in-house and need a managed evaluation/observability platform — Galileo is one of the best in the category.
When AI-Native Agency wins
When you need someone to design, build, and run the full workflow — Galileo would be a tool we configure inside it, not a substitute for delivery.
Side-by-side comparison
| Dimension | Galileo Labs | AI-Native Agency |
|---|---|---|
| Category | LLM eval + observability platform (subscription) | AI workflow delivery partner (project) |
| Pricing | $2k-$15k/mo platform subscription | $70-160k year-1 engagement |
| Sufficient alone? | No — requires team to build and operate workflow | Yes — but uses tools like Galileo inside the eval harness |
Frequently asked questions
Does our agency engagement include Galileo?+
We use whichever eval platform fits your stack — Galileo, Braintrust, LangSmith, or a custom harness in your cloud. The choice is made during Discovery.
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Decide together
Not sure which fits your workflow?
Book a 30-min call. I'll ask 6 questions about your workflow, team, and constraints, and tell you honestly whether an AI-native agency is the right fit — or which alternative is.