The numbers from firms like yours, in studies nobody paid for.

Every figure below links to its source. None of them are mine, which is the point.

+21%

more billable hours at firms that adopted AI, in a 277-practitioner study. Month-end close: 7.5 days faster.

Journal of Accountancy
32 days

of working time a year professionals report getting back with generative AI. That's six and a half weeks.

Everlaw report
2x

the savings when someone shows you how: trained employees save 11 hours a week, untrained save 5.

LSE / Protiviti
58%

of small businesses using AI already save 20 or more hours every month.

Thryv survey, 2025

And mine

12 hours a week out of my own sales job. 624 hours a year, worth over $31,000 at $50/hr.

Signal analysis · 12,509 client calls over seven years

The loop most companies are stuck in —
and AI hears all of it.

13,085
pattern hits surfaced
by automated call review
the same six stages
Six failures, repeating in the same order, on call after call.

Disconnected systems

5,800 integration gaps

Manual workarounds

2,370 hand-entered fixes

Data decay

2,109 duplicate records

Lost visibility

347 blind spots, silos

Mounting frustration

721 explicit complaints

Forced re-platform

1,738 full migrations

Six failures, repeating in the same order, on call after call.

  1. Disconnected systems

    5,800 integration gaps

  2. Manual workarounds

    2,370 hand-entered fixes

  3. Data decay

    2,109 duplicate records

  4. Lost visibility

    347 blind spots, silos

  5. Mounting frustration

    721 explicit complaints

  6. Forced re-platform

    1,738 full migrations

Arrow thickness = mention volume leaving that stage

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