Field Notes / Case Studies

Eight builds. Specific cities. Specific dollar figures.

Three said no and paid for it. Three nearly broke and got patched. Two shipped clean and changed the operator's life. Names are composites where noted; numbers are not.

By Binil Chacko
  1. 01

    The CPA firm that got its life back.

    Maria, 4-person practice, 240 active clients. Three connected automations. Daily hours from 11 to 6.5. Twelve new clients onboarded during her first post-build tax season.

    Austin, TX11 to 6.5 hrs
    Read
  2. 02

    The immigration attorney losing clients before the first call.

    Priya, solo Miami practice. The 90-day audit found 43 percent of form fills going silent. The fix was acknowledgment, not legal information.

    Miami, FL31% to 58%
    Read
  3. 03

    The roofer who trusted his legal pad.

    Marcus, 14-crew operation in Katy/Sugar Land. Said no to AI quoting, lost 35 to 45 jobs in six months, came back. Build took three weeks.

    Houston, TX$8,400 avg ticket
    Read
  4. 04

    The salon owner who said her girls did not need that.

    Diane, six-chair Kaimuki salon, 11 years open. 11 to 14 no-show slots a week, $4,900 walking out the door. The math she had never run.

    Honolulu, HI$4,900 / month
    Read
  5. 05

    The plumber who thought AI was just ChatGPT.

    Tony, three-truck operation in Plano. Eight stale Google reviews. Missed-call text-back recovered three jobs in week one.

    Dallas, TX4.1 to 4.7 stars
    Read
  6. 06

    The HVAC quote bot that quoted $400 on a $4,000 job.

    Derek, Cedar Park HVAC. The misread sticker, the $150 deposit, the goodwill credit, and the human-in-the-loop gate that fixed it.

    Austin, TX$500 review gate
    Read
  7. 07

    The law firm chatbot that made up case law.

    Boca Raton solo estate planner. The fabricated 2022 Florida statute amendment. Why scope containment beat smarter AI.

    Boca Raton, FLScope contained
    Read
  8. 08

    The accountant whose AI sent the wrong tax summary.

    Robert, three-person Galleria CPA firm. Two clients named Michael, one outbound email, a regulatory event. The 15-second human gate.

    Houston, TXEIN-keyed match
    Read