C

Confident AI

Winter 2025
confident-ai.comB2BSan Francisco, CA, USA

Investor read

Evidence-bound summary — expand sections for movement, risks, and signals.

Memo snapshot · May 19, 2026, 7:57 PM

What they do

Confident AI - The AI Quality Platform Confident AI is the AI quality layer for engineers, QA teams, and product leaders

Quick read

  • Confident AI - The AI Quality Platform Confident AI is the AI quality layer for engineers, QA teams, and product leaders
  • Reported angle: LLM Evaluation Metrics: The Ultimate LLM Evaluation Guide - Confident AI
  • Indexed activity snapshot: 1 funding‑related row(s), 1 hiring‑related, 0 GitHub‑tagged, 27 product/news‑style — scoring reflects corpus coverage only.

Stage

Unknown

Evidence summary

Verified facts

  • Confident AI - The AI Quality Platform Confident AI is the AI quality layer for engineers, QA teams, and product leaders
  • Reported angle: LLM Evaluation Metrics: The Ultimate LLM Evaluation Guide - Confident AI
  • Indexed activity snapshot: 1 funding‑related row(s), 1 hiring‑related, 0 GitHub‑tagged, 27 product/news‑style — scoring reflects corpus coverage only.
Nexus growth score
40.0Early / quiet
7D+0%
30D+0%
Medium Confidence

Source health

  • public_market_enrichmentok
    Last checked Mon, May 11, 09:02 AM
  • public_page:_blog_llm-evaluation-metrics-everything-you-need-for-llm-evaluationok
    Last checked Mon, May 11, 09:02 AM
  • public_page:_blog_llm-chatbot-evaluation-explained-top-chatbot-evaluation-metrics-and-testing-techniquesok
    Last checked Mon, May 11, 09:02 AM
  • public_page:_blog_llm-benchmarks-mmlu-hellaswag-and-beyondok
    Last checked Mon, May 11, 09:02 AM
  • public_page:_blog_llm-arena-as-a-judge-llm-evals-for-comparison-based-testingok
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  • public_page:_blog_llm-agent-evaluation-complete-guideok
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  • public_page:_blog_launch-week-q1-2026-day-5-dataset-generationok
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  • public_page:_blog_launch-week-q1-2026-day-1-error-analysisok
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  • public_page:_blog_how-to-jailbreak-llms-one-step-at-a-timeok
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  • public_page:_blog_how-to-evaluate-rag-applications-in-ci-cd-pipelines-with-deepevalok
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  • public_page:_blog_how-to-evaluate-llm-applicationsok
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  • public_page:_blog_evaluating-llm-systems-metrics-benchmarks-and-best-practicesok
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  • public_page:_blog_definitive-ai-agent-evaluation-guideok
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  • public_page:_blog_building-a-customer-support-chatbot-using-gpt-3-5-and-llamaindexok
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  • public_page:_blog_become-a-prompt-artist-understanding-the-midjourney-llmok
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  • public_page:_blog_a-step-by-step-guide-to-evaluating-an-llm-text-summarization-taskok
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  • public_page:_blog_a-gentle-introduction-to-llm-evaluationok
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  • public_page:_careersok
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Nexus score momentum

407D +030D +0
100500
2026-05-11: 40

More runs will build history.

Signal breakdown

Latest momentum signal per category. Expand a card to inspect raw payloads.

Score snapshots

Public source summary

Total evidence rows
29
Latest evidence
Mon, May 11, 09:01 AM

Source types found

blogcareers_pageofficial_site

Public signal timeline

Newest first · 29 event(s)

1
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

LLM Evaluation Metrics: The Ultimate LLM Evaluation Guide - Confident AI

Source: Blog / news

In this article, I'll walkthrough everything you need to know about LLM evaluation metrics, with code samples.

Source ↗
2
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Top LLM Chatbot Evaluation Metrics: Conversation Testing Techniques - Confident AI

Source: Blog / news

In this article, you'll learn about LLM red teaming and how it can be carried out using DeepTeam.

Source ↗
3
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Top LLM Benchmarks Explained: MMLU, HellaSwag, BBH, and Beyond - Confident AI

Source: Blog / news

In this article, I'm going to go through all the top LLM benchmarks currently used and why they matter.

Source ↗
4
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

LLM Arena-as-a-Judge: LLM-Evals for Comparison-Based Regression Testing - Confident AI

Source: Blog / news

In this article, you'll learn everything about running LLM Arena-as-a-judge as a novel way to regression test LLMs.

Source ↗
5
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

LLM Agent Evaluation: Assessing Tool Use, Task Completion, Agentic Reasoning, and More - Confident AI

Source: Blog / news

In this article, I'll share the principles of LLM agent evaluation and you how to do it using DeepEval.

Source ↗
6
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Launch Week Day 5 (5/5): Generate Datasets from Your Data Sources - Confident AI

Source: Blog / news

Your best evaluation data already exists — it's sitting in Google Drive, SharePoint, Notion, and S3. Dataset generation on Confident AI turns your existing documents into evaluation-ready datasets automatically.

Source ↗
7
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Launch Week Day 4 (4/5): Auto-Categorize Traces & Threads - Confident AI

Source: Blog / news

You can't improve what you can't see. Auto-categorization tells you what your users are actually asking, detects response drift, and shows you which categories perform best — and which ones need help.

Source ↗
8
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Launch Week Day 3 (3/5): Auto-Ingest Traces into Datasets & Annotation Queues - Confident AI

Source: Blog / news

Production traces are the best dataset you’ll ever get — but most teams never turn them into one. With auto-ingest, your traces flow straight into datasets and annotation queues, continuously.

Source ↗
9
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Launch Week Day 2 (2/5): Scheduled Evals - Confident AI

Source: Blog / news

Everyone agrees evals should run regularly. But nobody remembers to actually run them. Scheduled Evals fixes that — set the frequency, configure your mappings, and never scramble before a release again.

Source ↗
10
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Announcing Launch Week Q1 '26! Day 1: Automated Error Analysis - Confident AI

Source: Blog / news

Error analysis used to mean pulling traces in code, hacking together an LLM to recommend metrics, and hoping for the best. Not anymore.

Source ↗
11
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

How to Jailbreak LLMs One Step at a Time: Top Techniques and Strategies - Confident AI

Source: Blog / news

In this article, I'll show you how to jailbreak your LLM application to detect it for vulnerabilities.

Source ↗
12
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Generating synthetic data with LLMs - Part 1 - Confident AI

Source: Blog / news

LLMs make synthetic data easy to leverage, but how exactly can we make these generated data relevant and useful?

Source ↗
13
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

RAG Evaluation: The Definitive Guide to Unit Testing RAG in CI/CD - Confident AI

Source: Blog / news

In this tutorial, we'll walkthrough how to setup a full testing suite for RAG applications using DeepEval.

Source ↗
14
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

How to Evaluate LLM Applications: The Complete Guide - Confident AI

Source: Blog / news

In this article, we will debunk how to evaluate an LLM application / RAG pipelines the right way.

Source ↗
15
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

How to Build an LLM Evaluation Framework, from Scratch - Confident AI

Source: Blog / news

In this article, you're going to learn how to build the world's most robust and scalable LLM evaluation framework.

Source ↗
16
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

How to build a PDF QA chatbot using OpenAI and ChromaDB - Confident AI

Source: Blog / news

In this article, you'll learn how to build a RAG based chatbot on your PDFs using OpenAI and ChromaDB

Source ↗
17
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

How I raised Confident AI's $2.2M seed round in 5 days - Confident AI

Source: Blog / news

Announcing Confident AI's seed round, with participation from a bunch of great investors.

Source ↗
18
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

How I Built Deterministic LLM Evaluation Metrics for DeepEval - Confident AI

Source: Blog / news

In this article, I'm sharing how I've built DeepEval's latest deterministic, LLM-powered, custom metric.

Source ↗
19
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

The People's Choice of Top LLM Evaluation Tools in 2025 - Confident AI

Source: Blog / news

In this article, we'll bring you a hand-picked, carefully curated list of top LLM evaluation tools in the market.

Source ↗
20
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

G-Eval Simply Explained: LLM-as-a-Judge for LLM Evaluation - Confident AI

Source: Blog / news

This article goes through everything on G-Eval for anyone to easily evaluate LLM apps on any task specific criteria.

Source ↗
21
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Evaluating LLM Systems: Essential Metrics, Benchmarks, and Best Practices - Confident AI

Source: Blog / news

In this article, you'll learn how to evaluate LLM systems using LLM evaluation metrics and benchmark datasets.

Source ↗
22
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

AI Agent Evaluation: Metrics, Traces, Human Review, and Workflows - Confident AI

Source: Blog / news

A practical guide to evaluating AI agents with LLM metrics and tracing—plus when human review matters, how it calibrates judges, and workflows that combine CI, sampling, and production signals.

Source ↗
23
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Building a customer support chatbot using GPT-3.5 and lLamaIndex - Confident AI

Source: Blog / news

In this article, you'll learn how to create a customer support chatbot using GPT-3.5 and lLamaIndex.

Source ↗
24
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Become a Prompt Artist: Understanding the Midjourney LLM - Confident AI

Source: Blog / news

In this interactive tutorial, I'll show you how to become a Midjournalist to create image you image.

Source ↗
25
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

A Step-By-Step Guide to Evaluating an LLM Text Summarization Task - Confident AI

Source: Blog / news

In this article, I'll teach you how to create your own text summarization metric.

Source ↗
26
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

A Gentle Introduction to LLM Evaluation - Confident AI

Source: Blog / news

In this article, we'll introduce the ways in which you can carry out automated, LLM evaluation.

Source ↗
27
Mon, May 11, 09:01 AM · careers_page · 90% · publichigh quality

Careers

Source: Careers

Build and grow the world's biggest open-source LLM evaluation product.

Source ↗
28
Mon, May 11, 09:01 AM · blog · 90% · publichigh quality

Confident AI Blog - Resources to help teams stay confident in AI

Source: Blog / news

Join our weekly newsletter to stay confident in the AI systems you build. Our articles include tutorials, guides, and essays to safely build and evaluate LLMs.

Source ↗
29
Mon, May 11, 09:01 AM · official_site · 90% · publichigh quality

Confident AI - The AI Quality Platform

Source: Homepage

Confident AI is the AI quality layer for engineers, QA teams, and product leaders. Benchmark, test, and monitor AI systems with research-backed metrics.

Source ↗

Official / company site

1 row(s)

official_site·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Confident AI - The AI Quality Platform

Source name: Homepage

Confident AI is the AI quality layer for engineers, QA teams, and product leaders. Benchmark, test, and monitor AI systems with research-backed metrics.

https://www.confident-ai.com/

Hiring

1 row(s)

careers_page·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Careers

Source name: Careers

Build and grow the world's biggest open-source LLM evaluation product.

https://www.confident-ai.com/careers

Blog

27 row(s)

blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

LLM Agent Evaluation: Assessing Tool Use, Task Completion, Agentic Reasoning, and More - Confident AI

Source name: Blog / news

In this article, I'll share the principles of LLM agent evaluation and you how to do it using DeepEval.

https://www.confident-ai.com/blog/llm-agent-evaluation-complete-guide
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Launch Week Day 5 (5/5): Generate Datasets from Your Data Sources - Confident AI

Source name: Blog / news

Your best evaluation data already exists — it's sitting in Google Drive, SharePoint, Notion, and S3. Dataset generation on Confident AI turns your existing documents into evaluation-ready datasets automatically.

https://www.confident-ai.com/blog/launch-week-q1-2026-day-5-dataset-generation
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Launch Week Day 4 (4/5): Auto-Categorize Traces & Threads - Confident AI

Source name: Blog / news

You can't improve what you can't see. Auto-categorization tells you what your users are actually asking, detects response drift, and shows you which categories perform best — and which ones need help.

https://www.confident-ai.com/blog/launch-week-q1-2026-day-4-trace-categorization
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Launch Week Day 3 (3/5): Auto-Ingest Traces into Datasets & Annotation Queues - Confident AI

Source name: Blog / news

Production traces are the best dataset you’ll ever get — but most teams never turn them into one. With auto-ingest, your traces flow straight into datasets and annotation queues, continuously.

https://www.confident-ai.com/blog/launch-week-q1-2026-day-3-auto-ingest-traces
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Launch Week Day 2 (2/5): Scheduled Evals - Confident AI

Source name: Blog / news

Everyone agrees evals should run regularly. But nobody remembers to actually run them. Scheduled Evals fixes that — set the frequency, configure your mappings, and never scramble before a release again.

https://www.confident-ai.com/blog/launch-week-q1-2026-day-2-scheduled-evals
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Announcing Launch Week Q1 '26! Day 1: Automated Error Analysis - Confident AI

Source name: Blog / news

Error analysis used to mean pulling traces in code, hacking together an LLM to recommend metrics, and hoping for the best. Not anymore.

https://www.confident-ai.com/blog/launch-week-q1-2026-day-1-error-analysis
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

G-Eval Simply Explained: LLM-as-a-Judge for LLM Evaluation - Confident AI

Source name: Blog / news

This article goes through everything on G-Eval for anyone to easily evaluate LLM apps on any task specific criteria.

https://www.confident-ai.com/blog/g-eval-the-definitive-guide
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

AI Agent Evaluation: Metrics, Traces, Human Review, and Workflows - Confident AI

Source name: Blog / news

A practical guide to evaluating AI agents with LLM metrics and tracing—plus when human review matters, how it calibrates judges, and workflows that combine CI, sampling, and production signals.

https://www.confident-ai.com/blog/definitive-ai-agent-evaluation-guide
blog·Mon, May 11, 09:01 AM·Confidence 90%high qualitypublic

Confident AI Blog - Resources to help teams stay confident in AI

Source name: Blog / news

Join our weekly newsletter to stay confident in the AI systems you build. Our articles include tutorials, guides, and essays to safely build and evaluate LLMs.

https://www.confident-ai.com/blog

Private workspace

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