--- title: "DigitalOcean Evaluations: Production Model and Router Testing for the Inference Stack" url: https://daily.dev/posts/digitalocean-evaluations-production-model-and-router-testing-for-the-inference-stack-qayiyetiu source_url: https://www.digitalocean.com/blog/now-available-evaluations type: article source: "DigitalOcean" published: 2026-07-01T15:51:29.709Z updated: 2026-07-01T15:51:50.303Z tags: ["data-science", "llm", "digitalocean"] reading_time: 4 upvotes: 1 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # DigitalOcean Evaluations: Production Model and Router Testing for the Inference Stack **[DigitalOcean](https://daily.dev/sources/do)** · 4 min read · 1 upvotes · 0 comments ## Summary DigitalOcean has launched Evaluations, a native LLM-as-a-Judge evaluation feature integrated directly into its Inference Engine. Teams can validate models, fine-tunes, BYOM imports, and inference router configurations against their own datasets before pushing to production. The feature includes six pre-built metrics (correctness, completeness, faithfulness, PII, toxicity, bias), custom rubrics, reusable evaluation presets, MCP support for programmatic triggering in CI/CD pipelines, and versioned dataset management supporting CSV and JSONL up to 1GB. Billing is token-based; dataset and result storage is free for the first 12 months. Premium commercial models (OpenAI, Anthropic) require a tier 2 account. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Model Evaluations: Prove Your Routing Policy Actually Works](https://daily.dev/posts/model-evaluations-prove-your-routing-policy-actually-works-nquasumiq) · DigitalOcean · 0 upvotes · 0 comments - [DigitalOcean Inference Mode Comparison for Your Each Use Case](https://daily.dev/posts/digitalocean-inference-mode-comparison-for-your-each-use-case-3qdxaaztk) · DigitalOcean Community · 0 upvotes · 0 comments - [DigitalOcean Serverless Inference: A Deep Dive](https://daily.dev/posts/digitalocean-serverless-inference-a-deep-dive-xmvhq1yhq) · DigitalOcean · 0 upvotes · 0 comments - [Introducing DigitalOcean AI-Native Cloud for Production AI Workloads](https://daily.dev/posts/introducing-digitalocean-ai-native-cloud-for-production-ai-workloads-z3jcrd01y) · DigitalOcean · 0 upvotes · 0 comments - [Your Model Doesn't Matter. Your Infrastructure Does.](https://daily.dev/posts/your-model-doesn-t-matter-your-infrastructure-does--6phrrvirg) · DigitalOcean · 0 upvotes · 0 comments --- Tags: [#data-science](https://daily.dev/tags/data-science), [#llm](https://daily.dev/tags/llm), [#digitalocean](https://daily.dev/tags/digitalocean) [View this post on daily.dev](https://daily.dev/posts/digitalocean-evaluations-production-model-and-router-testing-for-the-inference-stack-qayiyetiu)