Research

The numbers we cite, and where they come from.

Every figure in our answers and posts is listed here with its source, when it was published, who was measured, and what it doesn't prove. We'd rather you check than take our word for it.

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Published research

Figures from surveys and studies by other organizations. We quote them as they were reported, with their limits.

40 a week

Physicians complete an average of 40 prior authorizations a week, taking about 13 hours of physician and staff time.

Source: American Medical Association, Prior Authorization Physician Survey, 2025

Sample: Practicing physicians surveyed by the AMA.

Keep in mind: Automation can cut preparation time; payers still decide on their own timeline.

about 2.4 hours

Lawyers' utilization, realization and collection rates translate to about 2.4 collected hours in an eight-hour day.

Source: Clio, 2025 Legal Trends Report, 2025

Sample: Aggregated data from law firms using Clio.

Keep in mind: Not all remaining time is waste or automatable.

32%

Organizations that moved beyond piloting intelligent automation reported an average cost reduction of 32%.

Source: Deloitte, Automation with intelligence (global survey), 2022

Sample: 479 executives in 35 countries.

Keep in mind: Mostly larger organizations. Our savings estimator uses a conservative 30% reduction drawn from this figure.

74%

74% of independent insurance agencies named rekeying data as a leading challenge, and 79% wanted submission automation.

Source: Ivans, 2026 Agency-Carrier Connectivity Trends Survey, 2026

Sample: Independent agencies surveyed by Ivans.

Keep in mind: About agency-carrier connectivity; not evidence of willingness to buy a custom project.

20%

Only 20% of home service owners reported responding to leads within an hour.

Source: Jobber, 2026 Home Service Trends Report, 2026

Sample: 1,050 US home service business owners.

Keep in mind: It doesn't prove every slow response loses a sale.

17.7%

Paid AI adoption among small businesses reached 17.7% by December 2025, with median monthly spending around $30.

Source: JPMorgan Chase Institute, Understanding AI Use Among Small Businesses, 2025

Sample: Small businesses in the Institute's transaction data.

Keep in mind: Measures paid tools seen in transactions; many are inexpensive subscriptions, not implementations.

60 to 70%

Current generative AI and other technologies could, in principle, automate work activities that take 60 to 70% of employees' time.

Source: McKinsey Global Institute, The economic potential of generative AI, 2023

Sample: Analysis of work activities across occupations.

Keep in mind: Technical potential, not savings anyone has achieved. Never present it as a result.

Measured in our own work

Figures measured on systems we built for clients.

Estimated from our own work

Our estimates from client engagements, labelled as estimates wherever they appear.

about 100 hours

Loque Logic built and implemented an SEO operations system across seven dealership websites in about 100 hours.

Source: Loque Logic case study: SEO operations for a dealership portfolio, 2026

Sample: One client engagement, seven websites on three CMS platforms.

Keep in mind: Our estimate of build and implementation time.

about 98 to about 14 hours

The monthly SEO work across seven dealerships went from about 98 hours to about 14.

Source: Loque Logic case study: SEO operations for a dealership portfolio, 2026

Sample: One client engagement, seven dealership websites.

Keep in mind: Our estimate: about 14 hours per dealership per month before, about 2 after.

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