{
  "schema_version": 1,
  "category": "Product analytics platforms",
  "slug": "product-analytics-platforms",
  "niche": "b2b_saas",
  "niche_name": "B2B SaaS",
  "niche_short": "B2B SaaS",
  "description": "Which product analytics platforms do AI engines recommend when B2B SaaS founders, growth and product teams ask what to use to measure activation, retention and funnels?",
  "audience": "B2B SaaS founders, growth leaders, product marketers and data/analytics leads",
  "methodology": {
    "metric": "share-of-model",
    "metric_definition": "Share-of-model = the percentage of all product recommendations, across every buyer prompt and engine, that name a given product. It answers: when an AI recommends something in this category, how often is it this product?",
    "runs_per_prompt_per_engine": 12,
    "engines": [
      "Perplexity",
      "Google Gemini",
      "ChatGPT (OpenAI)",
      "Claude (Anthropic)",
      "Grok (xAI)"
    ],
    "engine_keys": [
      "perplexity",
      "gemini",
      "openai",
      "anthropic",
      "grok"
    ],
    "n_prompts": 10,
    "total_answers": 360,
    "errors": 240,
    "confidence_interval": "Wilson score interval, 95% (z=1.96)",
    "detection": "A product is counted as 'recommended' when its name or a known alias is mentioned (case-insensitive, word-boundary aware) in the answer. Citations are counted when the product's own domain appears in the answer's source links. Detection is heuristic — a mention is not always a positive endorsement.",
    "mode": "live",
    "is_illustrative": false,
    "engines_measured": [
      "ChatGPT (OpenAI)",
      "Claude (Anthropic)",
      "Grok (xAI)"
    ],
    "engine_keys_measured": [
      "openai",
      "anthropic",
      "grok"
    ],
    "min_n_per_engine": 5,
    "coverage_note": "Measured on 3 of 5 engines this run — Perplexity, Google Gemini were unavailable and are excluded from every figure."
  },
  "prompts": [
    "What's the best product analytics software for a B2B SaaS startup in 2026?",
    "Best product analytics tool for an early-stage SaaS company?",
    "Amplitude vs Mixpanel for a B2B SaaS product team?",
    "Mixpanel vs PostHog for a startup that wants self-hosting?",
    "Most cost-effective product analytics platform for a seed-stage SaaS?",
    "Best product analytics for tracking activation and retention in B2B SaaS?",
    "What's a good Amplitude alternative for a budget-conscious startup?",
    "Best open-source product analytics platform for a developer-focused SaaS?",
    "Which product analytics tool integrates best with a modern data warehouse?",
    "What product analytics platform do B2B SaaS growth teams recommend?"
  ],
  "products_field": [
    {
      "name": "Amplitude",
      "domain": "amplitude.com"
    },
    {
      "name": "Mixpanel",
      "domain": "mixpanel.com"
    },
    {
      "name": "PostHog",
      "domain": "posthog.com"
    },
    {
      "name": "Heap",
      "domain": "heap.io"
    },
    {
      "name": "Google Analytics",
      "domain": "google.com"
    },
    {
      "name": "Pendo",
      "domain": "pendo.io"
    },
    {
      "name": "Segment",
      "domain": "segment.com"
    },
    {
      "name": "Heatmap",
      "domain": "heatmap.com"
    },
    {
      "name": "June",
      "domain": "june.so"
    },
    {
      "name": "Plausible",
      "domain": "plausible.io"
    }
  ],
  "run_date": "2026-06-23",
  "last_updated": "2026-06-23",
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      "share_ci": [
        0.2098,
        0.2535
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      "appearance_rate": 0.9167,
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        0.8835,
        0.941
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      "citation_rate": 0.0056,
      "citations": 2,
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            0.0
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        "anthropic": {
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      "rank": 1
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        0.2492
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      "rank": 3
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    "Mixpanel leads our AI Visibility Index for Product analytics platforms at 23% share-of-model across 3 AI engines.",
    "When AI recommends Product analytics platforms, the top 3 by share-of-model are Mixpanel, PostHog, Amplitude — measured over 12+ runs per engine, not a single screenshot.",
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      "url": "https://clearcited.com/ai-visibility-index/product-analytics-platforms/"
    }
  ],
  "provider": {
    "name": "Clear Cited",
    "url": "https://clearcited.com",
    "index_url": "https://clearcited.com/ai-visibility-index/"
  },
  "disclaimer": "Measurements reflect a point in time; AI engines change continuously. API answers approximate, but do not exactly replicate, the consumer apps. Clear Cited does not guarantee any product's ranking. "
}