{
  "publisher": "Loque Logic",
  "url": "https://www.loquelogic.com/research",
  "license": "CC BY 4.0",
  "stats": [
    {
      "id": "ama-prior-auth",
      "value": "40 a week",
      "claim": "Physicians complete an average of 40 prior authorizations a week, taking about 13 hours of physician and staff time.",
      "kind": "third-party",
      "source": "American Medical Association, Prior Authorization Physician Survey",
      "url": "https://www.ama-assn.org/system/files/prior-authorization-survey.pdf",
      "date": "2025",
      "sample": "Practicing physicians surveyed by the AMA.",
      "caveat": "Automation can cut preparation time; payers still decide on their own timeline.",
      "cite": "https://www.loquelogic.com/research#ama-prior-auth"
    },
    {
      "id": "clio-collected-hours",
      "value": "about 2.4 hours",
      "claim": "Lawyers' utilization, realization and collection rates translate to about 2.4 collected hours in an eight-hour day.",
      "kind": "third-party",
      "source": "Clio, 2025 Legal Trends Report",
      "url": "https://www.clio.com/resources/legal-trends/read-online/",
      "date": "2025",
      "sample": "Aggregated data from law firms using Clio.",
      "caveat": "Not all remaining time is waste or automatable.",
      "cite": "https://www.loquelogic.com/research#clio-collected-hours"
    },
    {
      "id": "deloitte-cost-reduction",
      "value": "32%",
      "claim": "Organizations that moved beyond piloting intelligent automation reported an average cost reduction of 32%.",
      "kind": "third-party",
      "source": "Deloitte, Automation with intelligence (global survey)",
      "url": "https://www.deloitte.com/us/en/insights/topics/talent/intelligent-automation-2022-survey-results.html",
      "date": "2022",
      "sample": "479 executives in 35 countries.",
      "caveat": "Mostly larger organizations. Our savings estimator uses a conservative 30% reduction drawn from this figure.",
      "cite": "https://www.loquelogic.com/research#deloitte-cost-reduction"
    },
    {
      "id": "fed-ai-full-integration",
      "value": "7%",
      "claim": "Only 7% of small firms using AI described it as fully integrated into their business.",
      "kind": "third-party",
      "source": "Federal Reserve Banks, 2026 Report on Employer Firms (Small Business Credit Survey)",
      "url": "https://www.fedsmallbusiness.org/reports/survey/2026/2026-report-on-employer-firms",
      "date": "2026",
      "sample": "AI-using firms in the same survey. About half were experimenting and 44% had partly integrated AI.",
      "caveat": "Self-reported.",
      "cite": "https://www.loquelogic.com/research#fed-ai-full-integration"
    },
    {
      "id": "fed-ai-productivity",
      "value": "71%",
      "claim": "71% of small firms using AI said it increased productivity.",
      "kind": "third-party",
      "source": "Federal Reserve Banks, 2026 Report on Employer Firms (Small Business Credit Survey)",
      "url": "https://www.fedsmallbusiness.org/reports/survey/2026/2026-report-on-employer-firms",
      "date": "2026",
      "sample": "AI-using firms in the same survey.",
      "caveat": "Self-reported benefit, not a measured productivity figure.",
      "cite": "https://www.loquelogic.com/research#fed-ai-productivity"
    },
    {
      "id": "fed-ai-use",
      "value": "46%",
      "claim": "46% of small employer firms said their business or employees currently use AI.",
      "kind": "third-party",
      "source": "Federal Reserve Banks, 2026 Report on Employer Firms (Small Business Credit Survey)",
      "url": "https://www.fedsmallbusiness.org/reports/survey/2026/2026-report-on-employer-firms",
      "date": "2026",
      "sample": "A nationwide convenience sample of US employer firms with fewer than 500 employees.",
      "caveat": "Survey respondents, not a random sample. Use means anything from experimenting to full integration.",
      "cite": "https://www.loquelogic.com/research#fed-ai-use"
    },
    {
      "id": "ivans-rekeying",
      "value": "74%",
      "claim": "74% of independent insurance agencies named rekeying data as a leading challenge, and 79% wanted submission automation.",
      "kind": "third-party",
      "source": "Ivans, 2026 Agency-Carrier Connectivity Trends Survey",
      "url": "https://www.ivans.com/news/press-releases/2026/agents-are-choosing-carriers-that-automate-submissions-say-findings-in-2026-insurance-agency-carrier-connectivity-trends-survey-report/",
      "date": "2026",
      "sample": "Independent agencies surveyed by Ivans.",
      "caveat": "About agency-carrier connectivity; not evidence of willingness to buy a custom project.",
      "cite": "https://www.loquelogic.com/research#ivans-rekeying"
    },
    {
      "id": "jobber-lead-response",
      "value": "20%",
      "claim": "Only 20% of home service owners reported responding to leads within an hour.",
      "kind": "third-party",
      "source": "Jobber, 2026 Home Service Trends Report",
      "url": "https://www.getjobber.com/home-service-trends-report/",
      "date": "2026",
      "sample": "1,050 US home service business owners.",
      "caveat": "It doesn't prove every slow response loses a sale.",
      "cite": "https://www.loquelogic.com/research#jobber-lead-response"
    },
    {
      "id": "jpm-paid-ai",
      "value": "17.7%",
      "claim": "Paid AI adoption among small businesses reached 17.7% by December 2025, with median monthly spending around $30.",
      "kind": "third-party",
      "source": "JPMorgan Chase Institute, Understanding AI Use Among Small Businesses",
      "url": "https://www.jpmorganchase.com/institute/all-topics/business-growth-and-entrepreneurship/understanding-ai-use-by-small-businesses",
      "date": "2025",
      "sample": "Small businesses in the Institute's transaction data.",
      "caveat": "Measures paid tools seen in transactions; many are inexpensive subscriptions, not implementations.",
      "cite": "https://www.loquelogic.com/research#jpm-paid-ai"
    },
    {
      "id": "mckinsey-automation-potential",
      "value": "60 to 70%",
      "claim": "Current generative AI and other technologies could, in principle, automate work activities that take 60 to 70% of employees' time.",
      "kind": "third-party",
      "source": "McKinsey Global Institute, The economic potential of generative AI",
      "url": "https://www.mckinsey.com/capabilities/tech-and-ai/our-insights/the-economic-potential-of-generative-ai-the-next-productivity-frontier",
      "date": "2023",
      "sample": "Analysis of work activities across occupations.",
      "caveat": "Technical potential, not savings anyone has achieved. Never present it as a result.",
      "cite": "https://www.loquelogic.com/research#mckinsey-automation-potential"
    },
    {
      "id": "mgma-automation-cost-cutting",
      "value": "36%",
      "claim": "Automation was the most frequently chosen cost-cutting approach among medical practice leaders, at 36%.",
      "kind": "third-party",
      "source": "MGMA Stat poll, top cost-cutting moves for medical practices in 2026",
      "url": "https://www.mgma.com/mgma-stat/top-cost-cutting-moves-for-medical-practices-in-2026",
      "date": "2026",
      "sample": "Medical practice leaders responding to an MGMA poll.",
      "caveat": "A poll of intentions, not results.",
      "cite": "https://www.loquelogic.com/research#mgma-automation-cost-cutting"
    },
    {
      "id": "ours-seo-build-hours",
      "value": "about 100 hours",
      "claim": "Loque Logic built and implemented an SEO operations system across seven dealership websites in about 100 hours.",
      "kind": "ours-estimate",
      "source": "Loque Logic case study: SEO operations for a dealership portfolio",
      "url": "https://www.loquelogic.com/results/dealership-seo-automation",
      "date": "2026",
      "sample": "One client engagement, seven websites on three CMS platforms.",
      "caveat": "Our estimate of build and implementation time.",
      "cite": "https://www.loquelogic.com/research#ours-seo-build-hours"
    },
    {
      "id": "ours-seo-hours-saved",
      "value": "about 98 to about 14 hours",
      "claim": "The monthly SEO work across seven dealerships went from about 98 hours to about 14.",
      "kind": "ours-estimate",
      "source": "Loque Logic case study: SEO operations for a dealership portfolio",
      "url": "https://www.loquelogic.com/results/dealership-seo-automation",
      "date": "2026",
      "sample": "One client engagement, seven dealership websites.",
      "caveat": "Our estimate: about 14 hours per dealership per month before, about 2 after.",
      "cite": "https://www.loquelogic.com/research#ours-seo-hours-saved"
    },
    {
      "id": "ours-seo-running-cost",
      "value": "about $21 a month",
      "claim": "The dealership SEO system costs about $21 a month to run across all seven stores, about $3 per dealership.",
      "kind": "ours-estimate",
      "source": "Loque Logic case study: SEO operations for a dealership portfolio",
      "url": "https://www.loquelogic.com/results/dealership-seo-automation",
      "date": "2026",
      "sample": "One client engagement.",
      "caveat": "Our estimate of model usage, hosting and platform costs.",
      "cite": "https://www.loquelogic.com/research#ours-seo-running-cost"
    },
    {
      "id": "ours-seo-tests",
      "value": "about 2,900",
      "claim": "The dealership SEO system runs about 2,900 automated tests.",
      "kind": "ours-measured",
      "source": "Loque Logic case study: SEO operations for a dealership portfolio",
      "url": "https://www.loquelogic.com/results/dealership-seo-automation",
      "date": "September 2026",
      "sample": "One client engagement.",
      "caveat": "Measured as of September 2026.",
      "cite": "https://www.loquelogic.com/research#ours-seo-tests"
    }
  ]
}