{
  "dataset_name": "AI Visibility Index — SaaS & AI Tools",
  "niche": "saas",
  "niche_title": "SaaS & AI Tools",
  "measured_at": "2026-07-23",
  "method": "sonar",
  "engines": [
    "openai",
    "perplexity"
  ],
  "prompt_panel": [
    "best AI writing assistant for teams",
    "top project management software for startups",
    "best CRM for small business",
    "best AI coding assistant",
    "top no-code app builder",
    "best collaborative whiteboard tool",
    "best customer support helpdesk software",
    "top data analytics platform for product teams",
    "best workflow automation tool",
    "best AI note-taking app",
    "top design tool for product teams",
    "best knowledge base software"
  ],
  "methodology": "AI Visibility Index measures how often each brand is cited in AI-assistant answers across a fixed panel of 12 category prompts, on 2 engines (openai, perplexity). Visibility score = share of panel prompts where the brand is mentioned, averaged across engines (engine-weighted). Re-measured monthly. Paid placements never affect scores (editorial firewall).",
  "entries": [
    {
      "brand": "Notion",
      "domain": "notion.so",
      "visibility_score": 33.4,
      "per_engine": {
        "openai": 41.7,
        "perplexity": 25.0
      },
      "commercial_intent": 78,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 1
    },
    {
      "brand": "HubSpot",
      "domain": "hubspot.com",
      "visibility_score": 20.9,
      "per_engine": {
        "openai": 25.0,
        "perplexity": 16.7
      },
      "commercial_intent": 82,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 2
    },
    {
      "brand": "Salesforce",
      "domain": "salesforce.com",
      "visibility_score": 20.9,
      "per_engine": {
        "openai": 25.0,
        "perplexity": 16.7
      },
      "commercial_intent": 85,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 3
    },
    {
      "brand": "Slack",
      "domain": "slack.com",
      "visibility_score": 20.8,
      "per_engine": {
        "openai": 33.3,
        "perplexity": 8.3
      },
      "commercial_intent": 70,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 4
    },
    {
      "brand": "Figma",
      "domain": "figma.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 16.7,
        "perplexity": 8.3
      },
      "commercial_intent": 74,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 5
    },
    {
      "brand": "Zapier",
      "domain": "zapier.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 16.7,
        "perplexity": 8.3
      },
      "commercial_intent": 72,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 6
    },
    {
      "brand": "Airtable",
      "domain": "airtable.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 16.7,
        "perplexity": 8.3
      },
      "commercial_intent": 68,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 7
    },
    {
      "brand": "Monday.com",
      "domain": "monday.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 16.7
      },
      "commercial_intent": 71,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 8
    },
    {
      "brand": "GitHub Copilot",
      "domain": "github.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 16.7,
        "perplexity": 8.3
      },
      "commercial_intent": 76,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 9
    },
    {
      "brand": "Miro",
      "domain": "miro.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 16.7,
        "perplexity": 8.3
      },
      "commercial_intent": 67,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 10
    },
    {
      "brand": "Asana",
      "domain": "asana.com",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 8.3
      },
      "commercial_intent": 69,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 11
    },
    {
      "brand": "ClickUp",
      "domain": "clickup.com",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 8.3
      },
      "commercial_intent": 66,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 12
    },
    {
      "brand": "Linear",
      "domain": "linear.app",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 8.3
      },
      "commercial_intent": 63,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 13
    },
    {
      "brand": "Jasper",
      "domain": "jasper.ai",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 8.3
      },
      "commercial_intent": 61,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 14
    },
    {
      "brand": "Intercom",
      "domain": "intercom.com",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 16.7,
        "perplexity": 0.0
      },
      "commercial_intent": 70,
      "quadrant": "Niche (visibility gap)",
      "is_client": false,
      "rank": 15
    },
    {
      "brand": "Amplitude",
      "domain": "amplitude.com",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 8.3
      },
      "commercial_intent": 60,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 16
    },
    {
      "brand": "Webflow",
      "domain": "webflow.com",
      "visibility_score": 4.2,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 0.0
      },
      "commercial_intent": 64,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 17
    },
    {
      "brand": "Retool",
      "domain": "retool.com",
      "visibility_score": 4.2,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 0.0
      },
      "commercial_intent": 62,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 18
    },
    {
      "brand": "Otter.ai",
      "domain": "otter.ai",
      "visibility_score": 4.2,
      "per_engine": {
        "openai": 8.3,
        "perplexity": 0.0
      },
      "commercial_intent": 52,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 19
    },
    {
      "brand": "Copy.ai",
      "domain": "copy.ai",
      "visibility_score": 0.0,
      "per_engine": {
        "openai": 0.0,
        "perplexity": 0.0
      },
      "commercial_intent": 55,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 20
    }
  ]
}