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Evidently AI

Company blog · evidentlyai.com/blogaidata

Evidently AI is the company blog at evidentlyai.com, writing about ai and data. Since 2023, 10 different Hacker News readers have linked it 12 times, most often “ML system design: 300 use cases from 80 companies”. No feed was found, so read it on the site itself.

No feed foundVisit the blog
12mentions?
10HN people?
2023–2026first – last linked?
Links on Hacker News per year · peak 5 in 2025

Too few sampled comments (4) to say how often HN recommends it.?

Why HN links it

HN readers link Evidently AI's blog and guides on LLM hallucination examples, LLM-as-a-judge, and ranking metrics like precision and recall, which are used to support points about AI evaluation.

Summarised by Claude from a sample of 4 HN comments that link here. Each comment is marked recommending, critical or neutral (citing without judging); how this works.

Ensure your AI is production-ready. Test LLMs and monitor performance across AI applications, RAG systems, and multi-agent workflows. Open-source.

Most-linked posts?

  1. ML system design: 300 use cases from 80 companies
    3 people · 3 mentions · first linked 2023-07-04

What Hacker News says?

  1. For starters, lots of examples over the last few months where AIs make up stuff when it comes to coding. A couple of non-programming examples: https://www.evidentlyai.com/blog/llm-hallucination-examples

    Comment linking /blog/llm-hallucination-examples

    on “Study mode”
  2. Submitted LLM evaluation for builders: free applied course as a story · 2 points

    HN discussion
  3. What if anything do you think is wrong with my analogy? I think what is clearly wrong with your analogy is assuming that AI applies mostly to software and code production. This is actually a minor use-case for AI. Government and businesses of all types ---doctors, lawyers, airlines, delivery companies, etc. are attempting to apply AI to uses and situations that can't be tested in advance the same way "vibe" code can…

    Comment linking /blog/ai-failures-examples

    on “Over fifty new hallucinations in ICLR 2026 submissions”
  4. Submitted Evidently: Open-source AI observability platform as a story · 2 points

    HN discussion
  5. prime_ursid · 2026-06-30Recommends
    This is a technique called LLM-as-Judge. Well-studied at this point. Here’s a good intro: https://www.evidentlyai.com/llm-guide/llm-as-a-judge I recommend reading Hamel.dev posts. Here’s an example: https://hamel.dev/blog/posts/evals/

    Comment linking /llm-guide/llm-as-a-judge

    on “HackerRank open sourced its ATS. My resume scored 90/100. Oh wait 74. No – 88”
  6. Submitted ML system design: 300 use cases from 80 companies as a story · 2 points

    HN discussion
  7. https://www.evidentlyai.com/ranking-metrics/precision-recall... "Good" is subjective.

    Comment linking /ranking-metrics/precision-recall-at-k

    on “We built a persistent agent memory layer on Elasticsearch with 0.89 recall”
  8. Submitted Evidently 0.7.17: open-source LLM tracing and dataset management as a story · 1 points

    HN discussion
  9. Submitted ML and LLM system design: 500 case studies to learn from as a story · 1 points

    HN discussion
  10. Submitted Free Open-source ML observability course as a story · 1 points

    HN discussion
  11. Submitted ML system design: 200 case studies to learn from as a story · 1 points

    HN discussion
  12. Submitted List of 200 blogs on how tech companies use ML as a story · 1 points

    HN discussion

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