What AI says about Promptfoo
Data as of Oct 27, 2026Based on 18,551 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Promptfoo is a security testing and evaluation framework that integrates into developer workflows and CI/CD pipelines to run automated red teaming, prompt evaluations, and vulnerability scans. It is the usual answer when teams need automated red teaming suites to simulate adversarial attacks, conduct prompt injection testing, or build comprehensive unit tests for production prompts.
Mentioned in
8%
of AI answers about Promptfoo and its rivals · since Jul 5
The market map
LLM Observability and Evaluation PlatformsMentioned in
- 1Arize PhoenixMentioned in 63%Avg. position 4.6
- 1LangSmithMentioned in 63%Avg. position 4.4
- 3BraintrustMentioned in 54%Avg. position 4.3
- 4DeepEvalMentioned in 49%Avg. position 3.8
- 5LangfuseMentioned in 42%Avg. position 4.7
- 5RagasMentioned in 40%Avg. position 4.3
- 7PromptfooMentioned in 30%Avg. position 4.6
- 10Confident AIMentioned in 14%Avg. position 4.9
- 10Galileo AIMentioned in 14%Avg. position 4.8
- 13TruLensMentioned in 9%Avg. position 5.6
- 13Patronus AIMentioned in 8%Avg. position 6.6
- 15MLflowMentioned in 7%Avg. position 5.0
- 16OpenAI EvalsMentioned in 5%Avg. position 6.4
- 16Weights & Biases WeaveMentioned in 4%Avg. position 6.7
Where Promptfoo ranks in AI
MarketRank · Mentioned in
- LLM Observability and Evaluation Platforms#7 · 30%
- AI Red Teaming & Pen Testing#1 · 28%
- AI Red Teaming Services#5 · 32%
- Prompt Management & Evaluation Platforms#5 · 33%
- LLM Output Monitoring Platforms#16 · 11%
- LLM Firewall and Guardrail Platforms#22 · 6%
- AI Marketing Copywriting and Brand Governance#35 · 3%
- Grounded Customer Support Chatbots#56 · 1%
- Continuous Automated Penetration Testing#57 · 2%
- AI-Powered Code Review & SAST Tools#66 · 1%
- AI Search Visibility Analytics Tools#92 · <1%
- LLM Fine-Tuning and Hosting Platforms#92 · 1%
Topics where AI mentions Promptfoo
TopicMentioned in · on this topicRank
- Prompt unit and integration testingLLM Observability and Evaluation Platforms100%Rank #1
- AI picks mostMentioned in
- We want to create a comprehensive test suite for our production LLM prompts. What's the best framework for prompt unit testing and integration testing?on this questionAI picks Promptfoo most98%
Excerpts where Promptfoo appeared in the AI's answer
ChatGPT SearchOct 26, 2026, ChatGPT Search I'd start with Promptfoo for prompt-level unit tests, regression testing, and security testing
Google AI ModeOct 26, 2026, Google AI Mode Promptfoo : The gold standard for CLI-first, local, and CI/CD-integrated prompt unit testing.
- Synthetic data generationLLM Observability and Evaluation Platforms60%Rank #2
- AI picks mostMentioned in
- I'm looking for a way to automatically generate a large, diverse dataset of prompts for testing my LLM. What is the best synthetic prompt generation tool?on this questionAI picks Promptfoo most84%
Excerpts where Promptfoo appeared in the AI's answer
ChatGPT SearchOct 27, 2026, ChatGPT Search If you want to focus more on adversarial prompts, jailbreaks, and security testing, I'd choose Promptfoo instead.
Google AI ModeOct 27, 2026, Google AI Mode Promptfoo is an open-source CLI and evaluation framework designed for CI/CD pipelines.
- LLM output quality evaluationLLM Observability and Evaluation Platforms63%Rank #5
- Agent reliability and tool-use testingLLM Observability and Evaluation Platforms48%Rank #5
- LLM-as-a-judge evaluation frameworksLLM Observability and Evaluation Platforms43%Rank #5
- Prompt analytics tool for identifying themes and failuresLLM Observability and Evaluation Platforms12%Rank #5
- LLM prompt management and evaluationLLM Observability and Evaluation PlatformsFew answers9%Rank #5
- LLM hallucination and factuality evaluationLLM Observability and Evaluation Platforms25%Rank #8
- LLM observability and prompt tracing
- RAG evaluation
- LLM output drift detection
- Automated red teaming suites for prompt injection testing
- Prompt management software with guardrails
- Automated AI red teaming
- AI application vulnerability testing
- RAG indirect prompt injection security
- Adversarial AI testing services
- Prompt version control
- Static analysis tool for AI security
- Production prompt A/B testing platform
- AI red teaming services for prompt injection security
- Prompt library software for enterprise centers of excellence
- Style and tone alignment monitoring
- Prompt lifecycle management platform
- Web application vulnerability testing
- AI red teaming services for image recognition model security
- Prompt injection detection and input sanitization
- Multi-step stateful task management
- Chatbot output guardrails
- AI competitor citation tracking
- Dataset auditing for poisoned data
- LLM integration into existing applications
- AI-assisted code review
- Self-hosted open-source LLM management platform
- PII redaction for LLM pipelines
- AI picks mostMentioned in
- How can I run automated regression tests on my AI agent's responses?on this questionAI picks Promptfoo and 2 more about as often67%
- We are conducting a prompt injection penetration test. Who offers automated red teaming suites?on this questionAI picks Mindgard and 1 more about as often81%
Excerpts where Promptfoo appeared in the AI's answer
Google AI ModeOct 25, 2026, Google AI Mode Promptfoo : A widely used CLI tool and library for automated LLM evaluation and security vulnerability scanning.
ChatGPT SearchSep 25, 2026, ChatGPT Search Microsoft PyRIT, NVIDIA Garak, and Promptfoo — developer/research-oriented options for automated adversarial testing
- What is the best AI red-teaming platform for testing enterprise assistants and agent workflows?on this questionAI picks PyRIT and 1 more about as often61%
How AI describes Promptfoo
Common descriptions
open-source · lightweight · excellent · developer-first · popular · cli-first
Tone of AI’s statements about Promptfoo
- Positive67%
- Neutral31%
- Mixed1%
- Negative<1%
Question: The problem is, our LLM responses are inconsistent. What's the best tool for evaluating and scoring LLM output quality?
ChatGPT SearchOct 27, 2026
my recommendation is to start with **Promptfoo** for repeatable quality tests
Google AI ModeOct 25, 2026
Promptfoo : Best YAML-driven CLI tool for prompt comparison and security.
ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
Question: I'm looking for a way to automatically generate a large, diverse dataset of prompts for testing my LLM. What is the best synthetic prompt generation tool?
ChatGPT SearchOct 27, 2026
If you want to focus more on adversarial prompts, jailbreaks, and security testing, I'd choose Promptfoo instead.
ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
How prominently AI mentions Promptfoo
Position in answers
- Named first22%
- 2nd or 3rd23%
- Later55%
Each engine’s share of its own answers across Promptfoo’s markets · since Jul 5
- ChatGPT Search7%
- Google AI Mode9%
Insights for Promptfoo
Since Jul 5
Gap between platforms: The platform gap in LLM Observability and Evaluation Platforms narrowed
Google AI ModeGoogle AI Mode31%ChatGPT SearchChatGPT Search25%Gap between platforms: A 9.9-point platform gap for Promptfoo in Prompt Management & Evaluation Platforms
Google AI ModeGoogle AI Mode38%ChatGPT SearchChatGPT Search28%
Sources AI cites
promptfoo.dev 35%Other sites 65%
- Owned35%
- Build Secure AI Applications | Promptfoo (opens in a new tab) · 12%
- Dataset Generation - Automated Test Data Creation | Promptfoo (opens in a new tab) · 3%
- Intro | Promptfoo (opens in a new tab) · 2%
- AI Red Teaming | Promptfoo (opens in a new tab) · 2%
- LLM red teaming guide (open source) | Promptfoo (opens in a new tab) · 2%
- Top Open Source AI Red-Teaming and Fuzzing Tools in 2025 | Promptfoo (opens in a new tab) · 1%
- Getting started | Promptfoo (opens in a new tab) · 1%
- Getting started | Promptfoo (opens in a new tab) · 1%
- How to red team LLM applications | Promptfoo (opens in a new tab) · 1%
- Intro | Promptfoo (opens in a new tab) · 1%
- 4%
- Best Prompt Evaluation Tools in 2026 (Tested & Compared) - Articles - Braintrust (opens in a new tab) · 2%
- 7 best prompt management tools in 2026 (tested and compared) - Articles - Braintrust (opens in a new tab) · 1%
- Best LLM red teaming tools for production in 2026 - Articles - Braintrust (opens in a new tab) · <1%
- Best AI evals products for self-hosted / on-prem enterprise deployments (2026) - Articles - Braintrust (opens in a new tab) · <1%
- Braintrust vs. Promptfoo: 2026 LLM evaluation comparison - Articles - Braintrust (opens in a new tab) · <1%
- Braintrust - The active observability platform for agents (opens in a new tab) · <1%
- Best hallucination detection tools for LLM applications (2026): catch bad outputs before users do - Articles - Braintrust (opens in a new tab) · <1%
- Best Prompt Engineering Tools in 2026 (Reviewed) - Articles - Braintrust (opens in a new tab) · <1%
- 7 best prompt playgrounds for PMs in 2026 - Articles - Braintrust (opens in a new tab) · <1%
- Best RAG Evaluation Tools in 2026, Compared - Articles - Braintrust (opens in a new tab) · <1%
- 3%
- Medium (opens in a new tab) · 1%
- Promptfoo Explained Simply: Why LLM Applications Need Evaluation — Part I (opens in a new tab) · <1%
- Top 17 Widely Used LLM Evaluation Tools/Frameworks in Industry | by Manjula Mariappan | Medium (opens in a new tab) · <1%
- Testing AI You Can’t Unit Test: My Journey with Promptfoo - Medium (opens in a new tab) · <1%
- Top 5 Prompt Engineering Platforms in 2026 | by Kuldeep Paul (opens in a new tab) · <1%
- LLM and Prompt Evaluation Made Easy: Your Guide to Better AI (opens in a new tab) · <1%
- The best LLM evaluation tools of 2026 | by David Davies | Online Inference | Medium (opens in a new tab) · <1%
- Prompt Engineering for Chatbots. Introduction to Prompt Engineering | by Aahana Khanal | Medium (opens in a new tab) · <1%
- PromptFoo: Let’s Ditch the Manual Prompt Hassle! | by Ahmet Coşkun Kızılkaya (opens in a new tab) · <1%
- From “Looks Good” to “Passed the Run”: The New Shape of Agent Evals | by NextGenTechDawn | May, 2026 | Medium (opens in a new tab) · <1%
- 3%
- How I Build Consistent LLM Apps with Smart Unit Tests ... (opens in a new tab) · <1%
- 21. AI Red-Teaming 101 - Prompt-Based Attacks on LLMs ... (opens in a new tab) · <1%
- LLM Evals: Find the Cheapest Model That Passes Your ... (opens in a new tab) · <1%
- AI Model Penetration: Testing LLMs for Prompt Injection ... (opens in a new tab) · <1%
- Prompt Engineering and AI Red Teaming (opens in a new tab) · <1%
- Learn AI Red Teaming with Promptfoo — My New Udemy Course (opens in a new tab) · <1%
- This ONE Trick Generates Prompts for EVERY AI Model (opens in a new tab) · <1%
- How to Prevent Hidden Prompt Injection Attacks (opens in a new tab) · <1%
- Open-Source vs. Proprietary AI Tools | Exclusive Lesson (opens in a new tab) · <1%
- How to Systematically Setup LLM Evals (Metrics, Unit Tests ... (opens in a new tab) · <1%
- 3%
- GitHub - promptfoo/promptfoo: Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic. · GitHub (opens in a new tab) · 2%
- promptfoo/site/docs/configuration/expected-outputs/index.md at main · promptfoo/promptfoo · GitHub (opens in a new tab) · <1%
- GitHub - AI-App/PromptFoo: Test your prompts. Evaluate and compare LLM outputs, catch regressions, and improve prompt quality. · GitHub (opens in a new tab) · <1%
- GitHub - requie/AI-Red-Teaming-Guide: A comprehensive guide to adversarial testing and security evaluation of AI systems, helping organizations identify vulnerabilities before attackers exploit them. · GitHub (opens in a new tab) · <1%
- GitHub - jassics/awesome-genai-security: Curated list of links, references, books videos, tutorials (Free or Paid), Exploit, CTFs, Hacking Practices etc. which are related to GenAI and LLM Security · GitHub (opens in a new tab) · <1%
- GitHub - promptfoo/code-scan-action: Github Action for Promptfoo Code Scanner - security scanning for LLM apps (opens in a new tab) · <1%
- GitHub - promptfoo/promptfoo-python: Python wrapper for the promptfoo CLI - LLM testing, red teaming, and security evaluation · GitHub (opens in a new tab) · <1%
- promptfoo/site/docs/configuration/guide.md at main · promptfoo/promptfoo · GitHub (opens in a new tab) · <1%
- promptfoo/site/docs/guides/llm-redteaming.md at main · promptfoo/promptfoo · GitHub (opens in a new tab) · <1%
- promptfoo/site/docs/integrations/ci-cd.md at main · promptfoo/promptfoo · GitHub (opens in a new tab) · <1%
- 2%
- Tested 5 AI evaluation platforms - here's what actually worked for our startup (opens in a new tab) · <1%
- red teaming for ai/llm apps (opens in a new tab) · <1%
- Which prompt management tools do you use? (opens in a new tab) · <1%
- Built a platform for version control and A/B testing prompts - Reddit (opens in a new tab) · <1%
- Tested 5 AI evaluation platforms - here's what actually worked for our startup (opens in a new tab) · <1%
- Spent months researching LLM eval & observability platforms ... (opens in a new tab) · <1%
- Tested 5 AI evaluation platforms - here's what actually worked for our startup (opens in a new tab) · <1%
- How are you handling prompt injection in AI agents that read ... (opens in a new tab) · <1%
- Best AI Agentic security tools for AI company? (opens in a new tab) · <1%
- Built our own LLM prompt management tool - did we miss something already out there? (opens in a new tab) · <1%
- 2%
- Top 5 Prompt Testing and Deployment Workflows for LLM Apps (opens in a new tab) · 1%
- Top 5 Prompt Versioning Platforms in 2026 (opens in a new tab) · <1%
- Top 5 Prompt Engineering Platforms in 2026 (opens in a new tab) · <1%
- Top 5 AI Governance Platforms for Enterprise LLM Deployments (opens in a new tab) · <1%
- Top 5 Prompt Engineering Platforms in 2026 (opens in a new tab) · <1%
- Top 5 Prompt Engineering Tools for LLM Applications in Production (opens in a new tab) · <1%
- Top 5 Prompt Engineering Tools in 2026 (opens in a new tab) · <1%
- Top 5 Prompt Management Platforms in 2025 - Maxim AI (opens in a new tab) · <1%
- Top 5 Prompt Versioning Tools in 2026 (opens in a new tab) · <1%
- 1%
- Redefining AI Red Teaming in the Agentic Era: From Weeks to Hours (opens in a new tab) · <1%
- Prompt Public Large Language Models to Synthesize Data for Private On-device Applications (opens in a new tab) · <1%
- [2507.23751] CoT-Self-Instruct: Building high-quality synthetic prompts for reasoning and non-reasoning tasks (opens in a new tab) · <1%
- OpenRT: An Open-Source Red Teaming Framework for Multimodal LLMs (opens in a new tab) · <1%
- A Benchmark for Long-Form Medical Question Answering (opens in a new tab) · <1%
- Promptware Engineering: Software Engineering for LLM Prompt Development (opens in a new tab) · <1%
- Red Teaming AI Red Teaming - arXiv (opens in a new tab) · <1%
- A Whole New World: Creating a Parallel-Poisoned Web Only AI-Agents Can See (opens in a new tab) · <1%
- Prompt-with-Me: in-IDE Structured Prompt Management for LLM-Driven Software Engineering (opens in a new tab) · <1%
- MEF: A Systematic Evaluation Framework for Text-to-Image Models (opens in a new tab) · <1%
The page AI cites most for Promptfoo
