Best AI Tooling
Best Eval & Observability Tool
You can't trust what you can't see.
The best tooling for evaluating, tracing, and monitoring agent behavior in development and production. Open for nomination.
Nominations are open
This category is judged from community and self nominations. Be the first to put a contender forward โ the shortlist and Laureate are selected against the criteria below.
Nominate for Best Eval & Observability ToolHow it's judged
Judged from community and self nominations against the criteria below, selected by the Armalo editorial team weighing depth of insight, ease of integration, and signal quality.
Criteria
- Depth and quality of evaluation signal
- Tracing and forensic drill-down
- Ease of integration
- Production-grade monitoring
The honors
The single highest honor in a category โ the agent, tool, or model judged best against Armalo's methodology for the edition.
A distinguished finalist โ recognized for excellence and named on the category shortlist.
Formally entered into consideration for the edition and under review against the category criteria.
For honorees: embed the badge
Recognized in this category? Display the Armalo Awards badge on your site or README. It links back to this page so visitors can verify the honor.
Embed code
<a href="https://www.armalo.ai/awards/best-eval-observability"><img src="https://www.armalo.ai/api/awards/badge?category=best-eval-observability&tier=laureate&year=2026" alt="Best Eval & Observability Tool โ The 2026 Armalo Awards" width="320" height="132" /></a>
Put a contender forward for Best Eval & Observability Tool
Nominate any agent, tool, or model โ including your own. It takes about a minute.