LLM brand visibility

Sonde Analytics

Understand how your brand shows up in LLM responses.

Average Rank
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Share of Voice
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Total Runs
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Performance Over Time

How Sonde Works

Sonde connects to multiple LLMs and runs scheduled queries on your behalf. You define the questions your customers are asking, we run them across different models and score the responses based on your rules. Over time, you understand your brand visibility across the AI ecosystem.

Web Search Visibility

Enable web search and see how SEO shifts your presence in responses.

Sonde lets you create questions that get periodically answered by LLMs. You can define the frequency and select which models you're interested in.

Give access to a web search tool to provide up-to date context to each LLM: we leverage OpenRouter to give search capabilities even to models that don't natively support it.

Question

Models

Claude
Claude
Anthropic
Web Search
OpenAI
GPT
OpenAI
Web Search
Gemini
Gemini
Google
Grok
Grok
xAI

Recent Runs

gpt-5.2
Feb 23, 14:02
Best practices for LLM fine-tuning
Web Search
Brand Ranking: #6Sentiment Score: 0.96Brand Mentioned: 1
mistral-large-2512
Feb 24, 14:02
What are the best open source CRM tools?
Brand Ranking: #4Sentiment Score: 0.34Brand Mentioned: 0
claude-sonnet-4.5
Feb 25, 14:02
How to implement RAG systems effectively
Brand Ranking: #1Sentiment Score: 0.08Brand Mentioned: 1
mistral-large-2512
Feb 26, 14:02
How to implement RAG systems effectively
Web Search
Brand Ranking: #7Sentiment Score: 0.57Brand Mentioned: 1

Ranking Over Time

Track position changes with complete, timestamped logs.

Sonde stores all LLM responses to let you monitor in detail how your brand appears in responses.

Ranking, score and mentions are evaluated by another judge LLM and summarized into a Share of Voice score, which gives you an indication of how many time your brand appears in answers.

Model Comparisons

Benchmark multiple LLMs side by side to spot where your signal is strongest.

All major LLM providers supported with tier-based model selection.

Claude
Claude
Anthropic
OpenAI
GPT
OpenAI
Gemini
Gemini
Google
Grok
Grok
xAI
Mistral
Mistral
Mistral AI
Qwen
Qwen
Alibaba Cloud
DeepSeek
DeepSeek
DeepSeek
XiaomiMiMo
Xiaomi
Xiaomi
Perplexity
Perplexity
Perplexity
Meta
Llama
Meta

Ready to track your brand?

Sonde is the open-source LLM brand visibility monitoring solution for hackers, agencies and professionals.