Meeting preparation time saved per external meeting

Benchmark range

Lower bound: 0.25 hours. Median value: 0.33 hours. Upper bound: 0.5 hours.

Measurement period: per external meeting prepared.

Methodology

Triangulated from published sales-productivity research rather than from any measurement of this skill. Salesforce's seventh State of Sales report finds sales professionals spend 16% of an average week on preparation and planning and only 40% of it selling, which sizes the activity. Salesforce's 2024 State of Sales research reports 86% of B2B buyers are more likely to purchase when companies understand their goals while 59% say reps do not take the time, and LinkedIn's State of Sales research puts the same figure at 96% of decision makers, which establishes that the work has value when done. The only controlled measurement available is Microsoft's Work Trend Index task study, where assisted users completed an information-retrieval pass across documents, email and calendar 27% faster, 17 minutes 54 seconds against 24 minutes 18 seconds, with no significant accuracy loss - roughly six minutes saved on gathering alone. HubSpot's reported two hours a day saved by AI across all sales administrative work is treated as an optimistic ceiling and discounted heavily, since a single pre-call brief is one slice of that. CaseLedger publishes 15-30 minutes per meeting: the lower bound credits the measured retrieval saving plus a modest gain on synthesis and drafting, and the upper bound assumes a buyer who genuinely would have run a full 30-minute manual pass. No credit is taken for better meeting outcomes, which the sources support in direction but do not quantify.

Cited sources: 6. Measurement period: per external meeting prepared.

Original sources

• Salesforce Report: Sales Teams Using AI 1.3x More Likely to See Revenue Increase

  Salesforce

  Salesforce reports that 86% of B2B buyers are more likely to purchase when companies understand their goals, while 59% say reps do not take the time to understand their business's unique challenges and objectives.

• HubSpot 2024 Sales Trends Report

  HubSpot

  HubSpot reports that sales reps spend only about two hours per day actually selling and roughly one hour per day on administrative tasks, and that sales pros using AI tools for administrative work save two hours a day.

• State of Sales pocket guide

  LinkedIn

  LinkedIn reports that 96% of decision makers are more likely to consider a brand's products or services when the sales professional has a clear understanding of their business needs.

• The Psychology Behind Meeting Overload

  Harvard Business Review

  Harvard Business Review reports that managers in one survey said 83% of the meetings on their calendars were unproductive.

• State of Sales, 7th Edition

  Salesforce

  Salesforce reports that sales professionals spend 16% of their time on preparation and planning, and that reps spend 40% of an average workweek selling against 60% on non-selling work.

• What Can Copilot's Earliest Users Teach Us About Generative AI at Work?

  Microsoft Work Trend Index

  Microsoft reports that on a task requiring information retrieval across documents, email, and calendar, assisted users were 27% faster, finishing in 17 minutes 54 seconds against 24 minutes 18 seconds, with no statistically significant change in accuracy.