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Market landscapes / Observability, Evaluation & Testing / LLM Evaluation & Testing

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AI testing through simulation. Arato creates realistic user scenarios and conversations to test generative AI applications before production, identifying performance gaps that traditional testing misses.

LLM Evaluation & Testingalso: AI Runtime Security & Guardrails11-50 peoplearato.ai ↗

Updated 9 November 2026

Hiring now

From Arato's own jobs board, checked every week.

1 open role

Where the roles are

Engineering1

Against its sector

14 of the 40 active companies in LLM Evaluation & Testing are advertising roles. LMArena has the most, with 21.

Who Arato competes with

The other active companies we file under LLM Evaluation & Testing, sorted by how much they are hiring.

Where this fits

Measuring whether a model or an agent is actually any good, and catching it when that changes. Every team that puts an LLM into production runs into this, and most build something themselves first. At

The Observability, Evaluation & Testing mapAll LLM Evaluation & Testing companies 40

We track hiring and team changes across all 84 companies in Observability, Evaluation & Testing.

Our talent report for this sector shows how Arato's team compares with its competitors.

What is in it:

Ask Ben for a copy →
Ben Jackson

I am Ben Jackson. I map this market, and I hire the commercial teams inside it: sales, marketing, product and delivery.

If you are building a team at a company like Arato, want to work at one, or think Arato is filed in the wrong place, put 20 minutes in my diary.

Book 20 minutes with Ben →