I'm looking for a way to gather user feedback (thumbs up/down) on our LLM's responses and log it for fine-tuning. What's the best feedback collection tool for AI apps?

Snapshot as of Mar 12, 2026. Sign up free to see the latest daily data.

Total mentions

293

Unique brands

Avg brands/response

8.1

Top domain

helicone.ai

Top brand

Langfuse

Unlock full data

Full brand & citation dataResponse trends over timeTrack your brand's ranking

Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

Langfuse47.9%

LangSmith35.4%

Humanloop25.0%

Responses

Counts only on free plans

Total responses

Total mentions

293

Total citations

879

Related prompts

Other prompts with similar intent

We need to capture and analyze user feedback directly in our app. What's the best in-app feedback tool?I need a tool that lets us collect in-app feedback from our software users at specific moments.We need to analyze user feedback from the app store. What's an AI tool that can categorize reviews by topic and identify emerging bugs or feature requests?Which tool is the best for collecting, managing, and prioritizing user feedback and feature requests?I need a simple AI help agent solution to handle user questions and feedback for a new product currently in beta. What are my best options?Which tool is the best for managing and evaluating prompts for our team's LLM-powered features?

Response details

Preview AI responses and ranking movement over time.

Citation breakdowns

See which domains and URLs are cited for this prompt.

Similar prompts

Explore nearby prompt opportunities and overlap.

Total mentions

293

Unique brands

Avg brands/response

8.1

Top domain

helicone.ai

Top brand

Langfuse

Unlock full data

Full brand & citation dataResponse trends over timeTrack your brand's ranking

Prompt visibility

Prompt visibility score combining mention rate and average position - 0-100 scale.

Top brand - Visibility score

Langfuse47.9%

LangSmith35.4%

Humanloop25.0%

Responses

Counts only on free plans

Total responses

Total mentions

293

Total citations

879

Related prompts

Other prompts with similar intent

Top brand - Mention rate

Langfuse62.5%

LangSmith62.5%

Arize Phoenix50.0%

Contextual37.5%

Humanloop25.0%

Top brand - Avg. position

Humanloop1.0

Langfuse1.4

LangSmith2.1

Contextual2.7

Arize Phoenix4.2

Top cited URLs

helicone.ai

1.4%

docs.datawizz.ai

1.4%

confident-ai.com

1.3%

koalafeedback.com

1.3%

docs.contextual.ai

1.3%