AI search presence in AI Agents & Automation
Measured from 80 AI answers to 46 buyer questions that name no product. Promptfoo is named in the answers to 0 of them. Questions that name a product are listed below for its pros and cons but not counted.
Rank#96of 170 brands
Share of voice0.2%questions naming no product
Mentioned in1.3%of 80 answers
Recommended in1.3%of all answers
Site cited in1.6%answers with sources
Avg. position3when listed
None of the measured answers name Promptfoo yet.
AI search presence in LLM Infrastructure & LLMOps
Measured from 55 AI answers to 55 buyer questions that name no product. Promptfoo is named in the answers to 9 of them. Questions that name a product are listed below for its pros and cons but not counted.
Rank#8of 89 brands
Share of voice2.2%questions naming no product
Mentioned in16.4%of 55 answers
Recommended in5.5%of all answers
Site cited in12.8%answers with sources
Avg. position3when listed
Questions where AI names Promptfoo
- How do tools differ in the evaluators and scorers they support, like code-based checks, AI judges, and human scoring, and which mix works best?Recommendedpositivenamed in 1 of 1 answer“Tools such as Promptfoo and DeepEval support programmatic evaluation and custom checks.”
- How can I run LLM evaluation suites automatically in CI/CD so regressions get caught before merge?Recommendedpositivenamed in 1 of 1 answer“Prompt engineering and model comparisons: promptfoo.”
- We keep changing prompts and swapping models, and quality quietly degrades. How can we run evaluations automatically before each release?Recommendedpositivenamed in 1 of 1 answer“Promptfoo Open-source prompt testing, model comparisons, red teaming, and CI/CD integration. Especially useful for comparing multiple prompts and models.”
- Are there evaluation tools that let me compare two experiments side by side with row-level diffs, so I can see what actually improved?#3positivenamed in 1 of 1 answer
- What are the main alternatives to building an in-house LLM evaluation and tracing stack versus buying a managed platform?named in 1 of 1 answer“Offline evaluations | DeepEval, Ragas, promptfoo”
- How can I catch quality regressions in my LLM app before they hit production when I change prompts or swap models?named in 1 of 1 answer“Promptfoo Open-source prompt testing, model comparisons, adversarial testing, and CI/CD integration.”
- We're a two-person startup building an AI chatbot on a tight budget. What should we prioritize first in our LLMOps stack?positivenamed in 1 of 1 answer“Promptfoo Prompt testing, regression tests, red teaming. Use it to compare prompt and model changes before deploying.”
- If we want to self-host tracing and evaluation for data privacy reasons, what are the alternatives to a managed LLM observability platform?named in 1 of 1 answer“Promptfoo | Prompt testing, regression tests, red teaming”
- If we want to keep all our prompt and response data inside our own cloud, what are the realistic alternatives to a managed LLM observability platform?named in 1 of 1 answer“Promptfoo | Prompt testing, model comparisons, security testing | Yes”
