{
  "dataset_name": "AI Visibility Index — SaaS & AI Tools",
  "niche": "saas",
  "niche_title": "SaaS & AI Tools",
  "measured_at": "2026-09-28",
  "method": "sonar",
  "engines": [
    "openai",
    "perplexity",
    "gemini"
  ],
  "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",
    "best team communication and chat app for work",
    "best marketing automation platform for b2b",
    "best applicant tracking system for hiring",
    "best tool to build internal apps and admin panels"
  ],
  "panel_version": 3,
  "methodology": "AI Visibility Index measures how often each brand is cited in AI-assistant answers across a fixed panel of 16 category prompts, on 3 engines (openai, perplexity, gemini). Visibility score = share of panel prompts where the brand is mentioned, averaged across engines (engine-weighted). Re-measured weekly. Paid placements never affect scores (editorial firewall).",
  "entries": [
    {
      "brand": "Slack",
      "domain": "slack.com",
      "visibility_score": 48.0,
      "per_engine": {
        "openai": 50.0,
        "perplexity": 43.8,
        "gemini": 50.0
      },
      "commercial_intent": 70,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 1,
      "delta": 4.3,
      "rank_delta": 0
    },
    {
      "brand": "Salesforce",
      "domain": "salesforce.com",
      "visibility_score": 39.6,
      "per_engine": {
        "openai": 43.8,
        "perplexity": 18.8,
        "gemini": 56.2
      },
      "commercial_intent": 85,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 2,
      "delta": 2.1,
      "rank_delta": 0
    },
    {
      "brand": "Notion",
      "domain": "notion.so",
      "visibility_score": 37.5,
      "per_engine": {
        "openai": 37.5,
        "perplexity": 31.2,
        "gemini": 43.8
      },
      "commercial_intent": 78,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 3,
      "delta": 10.4,
      "rank_delta": 1
    },
    {
      "brand": "HubSpot",
      "domain": "hubspot.com",
      "visibility_score": 29.2,
      "per_engine": {
        "openai": 25.0,
        "perplexity": 18.8,
        "gemini": 43.8
      },
      "commercial_intent": 82,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 4,
      "delta": -4.0,
      "rank_delta": -1
    },
    {
      "brand": "GitHub Copilot",
      "domain": "github.com",
      "visibility_score": 29.1,
      "per_engine": {
        "openai": 18.8,
        "perplexity": 18.8,
        "gemini": 50.0
      },
      "commercial_intent": 76,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 5,
      "delta": 8.3,
      "rank_delta": 1
    },
    {
      "brand": "Airtable",
      "domain": "airtable.com",
      "visibility_score": 18.8,
      "per_engine": {
        "openai": 18.8,
        "perplexity": 18.8,
        "gemini": 18.8
      },
      "commercial_intent": 68,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 6,
      "delta": 8.4,
      "rank_delta": 7
    },
    {
      "brand": "Figma",
      "domain": "figma.com",
      "visibility_score": 14.6,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 12.5,
        "gemini": 18.8
      },
      "commercial_intent": 74,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 7,
      "delta": 0.0,
      "rank_delta": 1
    },
    {
      "brand": "Linear",
      "domain": "linear.app",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 6.2,
        "gemini": 18.8
      },
      "commercial_intent": 63,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 8,
      "delta": 0.1,
      "rank_delta": 3
    },
    {
      "brand": "Retool",
      "domain": "retool.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 12.5,
        "gemini": 12.5
      },
      "commercial_intent": 62,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 9,
      "delta": 2.1,
      "rank_delta": 5
    },
    {
      "brand": "Miro",
      "domain": "miro.com",
      "visibility_score": 12.5,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 12.5,
        "gemini": 12.5
      },
      "commercial_intent": 67,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 10,
      "delta": 0.0,
      "rank_delta": 0
    },
    {
      "brand": "Asana",
      "domain": "asana.com",
      "visibility_score": 10.4,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 6.2,
        "gemini": 12.5
      },
      "commercial_intent": 69,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 11,
      "delta": 2.1,
      "rank_delta": 4
    },
    {
      "brand": "Monday.com",
      "domain": "monday.com",
      "visibility_score": 10.4,
      "per_engine": {
        "openai": 6.2,
        "perplexity": 6.2,
        "gemini": 18.8
      },
      "commercial_intent": 71,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 12,
      "delta": -6.2,
      "rank_delta": -5
    },
    {
      "brand": "ClickUp",
      "domain": "clickup.com",
      "visibility_score": 10.4,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 6.2,
        "gemini": 12.5
      },
      "commercial_intent": 66,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 13,
      "delta": -4.2,
      "rank_delta": -4
    },
    {
      "brand": "Intercom",
      "domain": "intercom.com",
      "visibility_score": 10.4,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 12.5,
        "gemini": 6.2
      },
      "commercial_intent": 70,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 14,
      "delta": -0.1,
      "rank_delta": -2
    },
    {
      "brand": "Zapier",
      "domain": "zapier.com",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 6.2,
        "gemini": 6.2
      },
      "commercial_intent": 72,
      "quadrant": "Visibility gap",
      "is_client": false,
      "rank": 15,
      "delta": -14.6,
      "rank_delta": -10
    },
    {
      "brand": "Amplitude",
      "domain": "amplitude.com",
      "visibility_score": 8.3,
      "per_engine": {
        "openai": 12.5,
        "perplexity": 6.2,
        "gemini": 6.2
      },
      "commercial_intent": 60,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 16,
      "delta": 0.0,
      "rank_delta": 0
    },
    {
      "brand": "Jasper",
      "domain": "jasper.ai",
      "visibility_score": 6.2,
      "per_engine": {
        "openai": 6.2,
        "perplexity": 6.2,
        "gemini": 6.2
      },
      "commercial_intent": 61,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 17,
      "delta": 0.0,
      "rank_delta": 0
    },
    {
      "brand": "Otter.ai",
      "domain": "otter.ai",
      "visibility_score": 6.2,
      "per_engine": {
        "openai": 6.2,
        "perplexity": 6.2,
        "gemini": 6.2
      },
      "commercial_intent": 52,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 18,
      "delta": 2.0,
      "rank_delta": 1
    },
    {
      "brand": "Webflow",
      "domain": "webflow.com",
      "visibility_score": 4.2,
      "per_engine": {
        "openai": 6.2,
        "perplexity": 6.2,
        "gemini": 0.0
      },
      "commercial_intent": 64,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 19,
      "delta": 0.0,
      "rank_delta": -1
    },
    {
      "brand": "Copy.ai",
      "domain": "copy.ai",
      "visibility_score": 4.1,
      "per_engine": {
        "openai": 0.0,
        "perplexity": 6.2,
        "gemini": 6.2
      },
      "commercial_intent": 55,
      "quadrant": "Low performance",
      "is_client": false,
      "rank": 20,
      "delta": 2.1,
      "rank_delta": 0
    }
  ],
  "previous_measured_at": "2026-09-24"
}