{
  "@context": "https://schema.org",
  "@type": "DataCatalog",
  "name": "GrowthFriction Score categories",
  "description": "AUG v3 audits grouped by product category.",
  "url": "https://growthfriction.com/audits/category/",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "categories": [
    {
      "slug": "ai-assistants",
      "shortName": "AI assistants",
      "title": "Best AI assistants by GrowthFriction Score",
      "query": "best AI assistant 2026",
      "thesis": "ChatGPT scores quintuple-10 on the user-engagement factors but is capped by Monetization. Claude pulls precision-over-breadth (smaller acquisition, higher activation/engagement/retention). Perplexity proves Activation alone is not enough — the daily-must threshold is where compound lives.",
      "memberCount": 3,
      "members": [
        {
          "slug": "openai",
          "siteName": "OpenAI (ChatGPT)",
          "growthFrictionScore": 48,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/openai.json"
        },
        {
          "slug": "anthropic",
          "siteName": "Anthropic (Claude)",
          "growthFrictionScore": 26.13,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/anthropic.json"
        },
        {
          "slug": "perplexity",
          "siteName": "Perplexity",
          "growthFrictionScore": 13.83,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/perplexity.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/ai-assistants/"
    },
    {
      "slug": "seo-tools",
      "shortName": "SEO tools",
      "title": "Best SEO tools by GrowthFriction Score",
      "query": "best SEO tool 2026",
      "thesis": "Ahrefs (19) beats Semrush (17) despite refusing a free trial — premium positioning + content engine compound past the activation gap. Moz (7) is the post-founder-departure cautionary tale. Frase (4) is the \"cheaper alternative\" trap.",
      "memberCount": 5,
      "members": [
        {
          "slug": "ahrefs",
          "siteName": "Ahrefs",
          "growthFrictionScore": 18.66,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/ahrefs.json"
        },
        {
          "slug": "semrush",
          "siteName": "Semrush",
          "growthFrictionScore": 15.81,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/semrush.json"
        },
        {
          "slug": "surfer-seo",
          "siteName": "Surfer SEO",
          "growthFrictionScore": 7.06,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/surfer-seo.json"
        },
        {
          "slug": "moz",
          "siteName": "Moz",
          "growthFrictionScore": 3.18,
          "tier": "Critical",
          "apiUrl": "https://growthfriction.com/api/audits/moz.json"
        },
        {
          "slug": "frase",
          "siteName": "Frase",
          "growthFrictionScore": 3.18,
          "tier": "Critical",
          "apiUrl": "https://growthfriction.com/api/audits/frase.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/seo-tools/"
    },
    {
      "slug": "newsletter-platforms",
      "shortName": "Newsletter platforms",
      "title": "Best newsletter platforms by GrowthFriction Score",
      "query": "best newsletter platform 2026",
      "thesis": "Beehiiv (30) and Substack (26) are healthy-tier — newer platforms out-engineering incumbents. ConvertKit (12) is the legacy plateau. Loops (24) succeeds by unifying products incumbents split. Buttondown (8) is the indie-darling-ceiling pattern.",
      "memberCount": 5,
      "members": [
        {
          "slug": "beehiiv",
          "siteName": "Beehiiv",
          "growthFrictionScore": 29.86,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/beehiiv.json"
        },
        {
          "slug": "substack",
          "siteName": "Substack",
          "growthFrictionScore": 26.13,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/substack.json"
        },
        {
          "slug": "loops",
          "siteName": "Loops",
          "growthFrictionScore": 25.4,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/loops.json"
        },
        {
          "slug": "convertkit",
          "siteName": "ConvertKit (Kit)",
          "growthFrictionScore": 12.29,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/convertkit.json"
        },
        {
          "slug": "buttondown",
          "siteName": "Buttondown",
          "growthFrictionScore": 10.16,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/buttondown.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/newsletter-platforms/"
    },
    {
      "slug": "product-analytics",
      "shortName": "Product analytics",
      "title": "Best product analytics tools by GrowthFriction Score",
      "query": "best product analytics tool 2026",
      "thesis": "PostHog (33) wins on multi-product-suite breadth + open-source advocacy. Amplitude (28) on enterprise trajectory. Mixpanel (6) on legacy + monetization-mistake compound. Plausible (14) is the privacy-first-niche choice. Hotjar (9) faces free-tier compression from Microsoft Clarity.",
      "memberCount": 5,
      "members": [
        {
          "slug": "posthog",
          "siteName": "PostHog",
          "growthFrictionScore": 33.18,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/posthog.json"
        },
        {
          "slug": "plausible",
          "siteName": "Plausible",
          "growthFrictionScore": 22.58,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/plausible.json"
        },
        {
          "slug": "amplitude",
          "siteName": "Amplitude",
          "growthFrictionScore": 15.48,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/amplitude.json"
        },
        {
          "slug": "mixpanel",
          "siteName": "Mixpanel",
          "growthFrictionScore": 7.9,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/mixpanel.json"
        },
        {
          "slug": "hotjar",
          "siteName": "Hotjar",
          "growthFrictionScore": 7.06,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/hotjar.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/product-analytics/"
    },
    {
      "slug": "design-tools",
      "shortName": "Design tools",
      "title": "Best design tools by GrowthFriction Score",
      "query": "best design tool 2026",
      "thesis": "Figma (62) is the highest-AUG SaaS in the catalog — multi-decade category compound. Framer (28) is the late-stage repositioning play. Webflow (10) is the agency-tool ceiling. Carrd (16) is the one-developer-$1M-ARR archetype.",
      "memberCount": 4,
      "members": [
        {
          "slug": "figma",
          "siteName": "Figma",
          "growthFrictionScore": 64.8,
          "tier": "Fleet champion",
          "apiUrl": "https://growthfriction.com/api/audits/figma.json"
        },
        {
          "slug": "framer",
          "siteName": "Framer",
          "growthFrictionScore": 26.13,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/framer.json"
        },
        {
          "slug": "carrd",
          "siteName": "Carrd",
          "growthFrictionScore": 16.93,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/carrd.json"
        },
        {
          "slug": "webflow",
          "siteName": "Webflow",
          "growthFrictionScore": 12.04,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/webflow.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/design-tools/"
    },
    {
      "slug": "marketing-platforms",
      "shortName": "Marketing platforms",
      "title": "Best marketing automation platforms by GrowthFriction Score",
      "query": "best marketing automation 2026",
      "thesis": "HubSpot (28) wins on inbound-marketing thought-leadership compound. Klaviyo (28) on e-commerce vertical depth. ConvertKit (12) on creator-economy legacy positioning. Mailchimp (9) on post-Intuit-acquisition velocity collapse.",
      "memberCount": 4,
      "members": [
        {
          "slug": "hubspot",
          "siteName": "HubSpot",
          "growthFrictionScore": 28.58,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/hubspot.json"
        },
        {
          "slug": "klaviyo",
          "siteName": "Klaviyo",
          "growthFrictionScore": 25.72,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/klaviyo.json"
        },
        {
          "slug": "convertkit",
          "siteName": "ConvertKit (Kit)",
          "growthFrictionScore": 12.29,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/convertkit.json"
        },
        {
          "slug": "mailchimp",
          "siteName": "Mailchimp",
          "growthFrictionScore": 8.89,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/mailchimp.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/marketing-platforms/"
    },
    {
      "slug": "payment-platforms",
      "shortName": "Payment platforms",
      "title": "Best payment + creator-commerce platforms by GrowthFriction Score",
      "query": "best payment platform for SaaS 2026",
      "thesis": "Stripe (52) is the textbook multi-factor compound — every factor strong. Lemon Squeezy (21) on merchant-of-record vertical depth. Gumroad (5) and Patreon (4) on creator-economy plateau patterns. Wave Apps (5) on post-acquisition velocity collapse.",
      "memberCount": 5,
      "members": [
        {
          "slug": "stripe",
          "siteName": "Stripe",
          "growthFrictionScore": 64.8,
          "tier": "Fleet champion",
          "apiUrl": "https://growthfriction.com/api/audits/stripe.json"
        },
        {
          "slug": "lemon-squeezy",
          "siteName": "Lemon Squeezy",
          "growthFrictionScore": 23.22,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/lemon-squeezy.json"
        },
        {
          "slug": "gumroad",
          "siteName": "Gumroad",
          "growthFrictionScore": 7.9,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/gumroad.json"
        },
        {
          "slug": "wave-apps",
          "siteName": "Wave Apps",
          "growthFrictionScore": 4.45,
          "tier": "Critical",
          "apiUrl": "https://growthfriction.com/api/audits/wave-apps.json"
        },
        {
          "slug": "patreon",
          "siteName": "Patreon",
          "growthFrictionScore": 4.23,
          "tier": "Critical",
          "apiUrl": "https://growthfriction.com/api/audits/patreon.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/payment-platforms/"
    },
    {
      "slug": "developer-tools",
      "shortName": "Developer tools",
      "title": "Best developer tools + infrastructure by GrowthFriction Score",
      "query": "best developer tools 2026",
      "thesis": "GitHub (52) is the fleet champion — developer-network + workflow-lock-in compound. Supabase (50) on open-source-Firebase. Cloudflare (45) on global edge + DX. Vercel (31) on Next.js platform. PostHog (33) on multi-product suite. Resend (35) on email-API DX-first wins. GitLab (14) on self-hosted differentiation. The category compounds via API + open-source primitives + workflow lock-in.",
      "memberCount": 7,
      "members": [
        {
          "slug": "github",
          "siteName": "GitHub",
          "growthFrictionScore": 51.84,
          "tier": "Fleet champion",
          "apiUrl": "https://growthfriction.com/api/audits/github.json"
        },
        {
          "slug": "cloudflare",
          "siteName": "Cloudflare",
          "growthFrictionScore": 45.36,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/cloudflare.json"
        },
        {
          "slug": "resend",
          "siteName": "Resend",
          "growthFrictionScore": 41.47,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/resend.json"
        },
        {
          "slug": "supabase",
          "siteName": "Supabase",
          "growthFrictionScore": 36.74,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/supabase.json"
        },
        {
          "slug": "vercel",
          "siteName": "Vercel",
          "growthFrictionScore": 36.74,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/vercel.json"
        },
        {
          "slug": "posthog",
          "siteName": "PostHog",
          "growthFrictionScore": 33.18,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/posthog.json"
        },
        {
          "slug": "gitlab",
          "siteName": "GitLab",
          "growthFrictionScore": 14.05,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/gitlab.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/developer-tools/"
    },
    {
      "slug": "communications",
      "shortName": "Communications",
      "title": "Best team messaging + video tools by GrowthFriction Score",
      "query": "best team messaging tool 2026",
      "thesis": "Slack (52) is the team-messaging fleet champion — category-defining + team-level switching cost. Discord (39) on community + voice + viral server invites. Zoom (29) on post-pandemic-plateau video. Loom (16) on async-video utility. The category compounds via team-adoption + per-seat enterprise contracts; video is the post-COVID maturity test.",
      "memberCount": 4,
      "members": [
        {
          "slug": "slack",
          "siteName": "Slack",
          "growthFrictionScore": 51.84,
          "tier": "Fleet champion",
          "apiUrl": "https://growthfriction.com/api/audits/slack.json"
        },
        {
          "slug": "discord",
          "siteName": "Discord",
          "growthFrictionScore": 38.88,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/discord.json"
        },
        {
          "slug": "zoom",
          "siteName": "Zoom",
          "growthFrictionScore": 29.03,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/zoom.json"
        },
        {
          "slug": "loom",
          "siteName": "Loom",
          "growthFrictionScore": 15.81,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/loom.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/communications/"
    },
    {
      "slug": "project-management",
      "shortName": "Project management",
      "title": "Best project management tools by GrowthFriction Score",
      "query": "best project management tool 2026",
      "thesis": "Linear (38) wins on opinionated depth — refuses to compete on Acquisition volume, wins on every other factor. Notion (27) on generalist breadth. Calendly (26) on scheduling-utility verb-status. Airtable (16) on data-lock-in. Asana (12) on legacy plateau. ClickUp (9) on aggressive-marketing-without-evangelism trap. The category teaches the multi-factor-depth-vs-feature-breadth tradeoff.",
      "memberCount": 6,
      "members": [
        {
          "slug": "linear",
          "siteName": "Linear",
          "growthFrictionScore": 41.99,
          "tier": "Thriving",
          "apiUrl": "https://growthfriction.com/api/audits/linear.json"
        },
        {
          "slug": "notion",
          "siteName": "Notion",
          "growthFrictionScore": 27.22,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/notion.json"
        },
        {
          "slug": "calendly",
          "siteName": "Calendly",
          "growthFrictionScore": 26.13,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/calendly.json"
        },
        {
          "slug": "airtable",
          "siteName": "Airtable",
          "growthFrictionScore": 15.81,
          "tier": "Healthy",
          "apiUrl": "https://growthfriction.com/api/audits/airtable.json"
        },
        {
          "slug": "asana",
          "siteName": "Asana",
          "growthFrictionScore": 12.29,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/asana.json"
        },
        {
          "slug": "clickup",
          "siteName": "ClickUp",
          "growthFrictionScore": 9.22,
          "tier": "Needs focus",
          "apiUrl": "https://growthfriction.com/api/audits/clickup.json"
        }
      ],
      "canonicalUrl": "https://growthfriction.com/audits/category/project-management/"
    }
  ],
  "totalCategories": 10
}