Follow technical comparisons
Track prompts about frameworks, SDKs, integrations and “X vs Y”, and see how often answers cite your docs, GitHub or community threads compared with a competitor’s.
AnswerixAI for AI startups & companies
AI visibility for AI startups: get named in your own category
AI visibility for AI startups is how often, and how, AI assistants such as ChatGPT, Perplexity, Gemini and Google AI Mode recommend your AI product, API or agent when builders and buyers ask for the best tool, alternatives to a competitor, pricing or integrations. AnswerixAI runs those prompts every day, shows which communities, launch sites and docs the answers cite, and benchmarks you against the tools they name instead.
Tracked daily on ChatGPT and Perplexity (Starter), plus Gemini, Microsoft Copilot, Google AI Mode, Google AI Overviews and Grok on Growth and Business. 14-day free trial. Compare plans
How AI answers describe you
Quenlo · answers that name you
Last 30 days
Positive sentiment
64%+6 pts
Answers naming you
247
Perplexity · “Best tools to evaluate LLM outputs”PositiveQuenlo and Sample AI are the tools most often named for scoring LLM outputs against test sets; Quenlo is noted for running evals in CI.
Citedreddit.comquenlo.ai
ChatGPT · “Sample AI alternatives for small teams”NegativeSome Hacker News commenters found Quenlo’s pricing harder to predict than Demo Evals’ flat plans.
Citednews.ycombinator.comdemoevals.com
Gemini · “What is an LLM-as-a-judge evaluation?”NeutralEvaluation platforms such as Quenlo and Fixture Labs document LLM-as-a-judge scoring in their guides.
Citedquenlo.aifixturelabs.ai
Built for marketers, executives, builders, and developers worldwide.
AI tool discovery is changing
Why is AI search different for AI companies?
Your buyers are heavy AI assistant users. They ask for a shortlist of tools before they read a launch post or open a repository, and the tools named in that answer are the ones that get tried.
New categories have no settled shortlist
When a category such as LLM evaluation or agent tracing is still forming, AI assistants decide which tools define it. Tracking shows how they describe the category and which products they name.
Developer communities shape the answer
Answers about AI tools cite Reddit, Hacker News, GitHub, launch directories, tech publishers and product docs, often more than the vendor’s own site.
Products change faster than answers
You ship new features and pricing every few weeks, while answers can keep describing an older product. Daily tracking and the quoted answers show what AI assistants say about you today.
What you can track
What can AI startups track in AI answers?
Everything below comes from the same daily tracking of your prompts. The example is a fictional LLM evaluation platform, Quenlo.
Track the prompts engineers and buyers ask: category shortlists, “alternatives to”, head-to-head comparisons, pricing and framework integrations. Every prompt runs daily, with its visibility and change since the last run. Explore Prompt Monitoring
Tracked prompts
Re-run daily across every AI platform
5 active
PromptVisibilityChange
Best tools to evaluate LLM outputs
LLM evaluation
56+9Quenlo vs Sample AI
Alternatives and comparisons
71+3LLM observability tools for production agents
LLM observability
41+6Sample AI alternatives for small teams
Alternatives and comparisons
36+8How much do LLM observability tools cost?
Pricing
15−4
How it works
How does AI visibility tracking work for AI startups?
From a website address to daily tracking in one guided setup, then a loop of measuring, fixing gaps and checking what changed.
Enter your website and the region and language your buyers search in. An AI agent researches your product, suggests topics such as evaluation or pricing, writes five prompts for each topic you keep and suggests competitors. You add your own “vs” prompts before tracking starts. Explore the AI Prompt Generator
AI prompt setup
Quenlo · quenlo.ai
✓ Ready to track
- Done
Brand researched
Web search on quenlo.ai and your description
- US · EN
Target market set
Every prompt runs for this region and language
- 10 topics
Topics found
12 suggested from web research, 10 kept
- 50 prompts
Prompts written
5 per topic, without your brand name
- 4 brands
Competitors suggested
Real brands with verified domains
Topics
10
Prompts
50
Competitors
4
Topics to monitor10 of 12 selected
- LLM evaluation
- LLM observability
- Alternatives and comparisons
- Pricing
- Agent tracing
- RAG evaluation
- Prompt management
- Framework integrations
LLM evaluation5 prompts
- Best tools to evaluate LLM outputs
- How do I test prompts before shipping?
- LLM evaluation tools that work with LangChain
Suggested competitors
- Sample AI
- Demo Evals
- Fixture Labs
- Mock Tracing
Built for AI companies
Who uses AI visibility tracking at AI companies?
Any AI company whose users and buyers ask an AI assistant which tool to try.
Win the use-case prompts
Track the prompts buyers ask by job to be done, such as meeting notes or support automation, and see which agents and apps AI recommends instead of yours.
Measure visibility from launch
Start on Starter with ChatGPT and Perplexity, or on Growth with every tracked platform, and watch where your product appears as its category forms.
Report share of voice to leadership
Report visibility, share of voice and competitor benchmarks from one dashboard. Agencies on the Business plan track up to four brands in one workspace.
AI visibility for AI startups
See where your product makes the AI shortlist
Start a 14-day free trial: add your website, review the suggested prompts and competitors, and see your first results after the first daily run.
AI visibility for other industries
- HealthcareAI visibility for Healthcare
- Financial Services & BankingAI visibility for Financial Services & Banking
- Legal ServicesAI visibility for Legal Services
- Education & EdtechAI visibility for Education & Edtech
- SaaS & TechnologyAI visibility for SaaS & Technology
- Ecommerce & RetailAI visibility for Ecommerce & Retail
- Consumer Brands & CPGAI visibility for Consumer Brands & CPG
- Manufacturing & IndustrialAI visibility for Manufacturing & Industrial
- Automotive & MobilityAI visibility for Automotive & Mobility
- Real EstateAI visibility for Real Estate
- Travel & HospitalityAI visibility for Travel & Hospitality
FAQ
What AI Startups & Companies teams ask before tracking their AI visibility with AnswerixAI.
AI visibility for AI startups is how often, and how, AI assistants such as ChatGPT, Perplexity, Gemini and Google AI Mode recommend or cite an AI product, API or agent when builders and buyers ask for the best tool, alternatives to a competitor, pricing or integrations. It covers mentions, citations of your pages, your position in the answer and how the answer describes you.
Your buyers already ask AI assistants which tool to use, and the answer usually names three to five products. In a young category those answers help decide which tools define it. If your product is missing, or a competitor is described more favorably, you can lose trials and deals before your team knows they existed.
AnswerixAI runs your prompts every day. The Starter plan tracks ChatGPT and Perplexity. Growth and Business also track Gemini, Microsoft Copilot, Google AI Mode, Google AI Overviews and Grok. Every plan includes a 14-day free trial, and you choose the region and language your prompts run in.
Track what builders and buyers ask at each stage: category shortlists (“best tools to evaluate LLM outputs”), alternatives to named competitors, head-to-head comparisons, pricing, framework integrations and use cases. The setup agent suggests topics and writes five prompts for each one; you can add custom prompts that name brands.
Answers about AI tools often cite Reddit, Hacker News, GitHub, Product Hunt, tech publishers, review marketplaces and product docs. AnswerixAI lists every cited domain and URL, classifies it as your site, a competitor or a third party, and shows the sources cited alongside competitors but not you.
Query Fan-Out shows the web searches Perplexity and Microsoft Copilot ran while answering your tracked prompts, captured from the answers rather than predicted. For AI companies these often reveal what buyers compare on, such as pricing per trace or a framework integration, and frequent searches can be added as prompts to track.
Yes. Every answer that names you is labelled positive, neutral or negative toward you, with the quoted answer and the prompt behind it. AnswerixAI does not score whether a description is correct, but reading the quotes each day shows when answers still describe an older feature set or pricing.
Yes. AI Traffic Analytics counts visits referred by ChatGPT, Perplexity, Gemini, Microsoft Copilot and other AI assistants, using a small tracking snippet or your Google Analytics data, and shows which landing pages they reach. That lets you connect AI visibility with visits to your docs, pricing and comparison pages.
Get Your Brand Cited in AI Answers
Use AnswerixAI to grow AI Search visibility with AEO and GEO.
Summarize with ChatGPT
Summarize with Claude
Summarize with Google
Summarize with Perplexity
Summarize with Grok