The ROI model

Model it before you believe it.

Goose has no published outcome data yet, and we are not going to invent any. What follows is the model to plan against and the measurement discipline to prove it with.

FIVE ENGINES · ONE FORMULACOHORTS OVER ANECDOTESA MODEL · NEVER A CLAIM

Full burn.Thrust is measured

Where coaching actually pays.

THE MODEL · NOT A CLAIM
Net coaching value

Net coaching value = qualified opportunities × measured conversion change × contribution per sale + manager hours saved + avoidable quality loss − software, recording and training cost

ENG-01

Conversion lift from targeted coaching

Coaching the specific behavior that lost the job, rather than the behavior somebody remembered a week later.

ENG-02

Better option presentation

Average-ticket or option-presentation improvement, without cutting the quality of the customer experience to get it.

ENG-03

Manager hours saved

Hours returned from ride-alongs and manual call review, spent instead on the coaching itself.

ENG-04

Faster ramp

New employees reach the standard sooner, and training stays consistent between trainers.

ENG-05

Fewer quality failures

Reduced compliance exposure, cancellations, and expectation-setting failures that turn into callbacks.

This is a planning model, not a results claim. Goose has no published outcome data yet. Run controlled cohorts and separate market and lead-mix changes from coaching impact before attributing a result.

Instrument panel · what to measure

  • Authorized-call coverage
  • Transcription accuracy
  • Scoring completion
  • Manager review time
  • Coaching-to-action time
  • Behavior change
  • Conversion
  • Average contribution
  • Cancellation / callback
  • Compliance flags
  • Employee disputes / appeals
  • Retention

How to measure it honestly

Use cohorts. Separate the noise.

Coaching impact is easy to overstate. Run controlled cohorts where you can, and separate market shifts and lead-mix changes from what coaching actually moved. A conversion bump in a month when your lead source changed is not a coaching result.

The honest version of this measurement is slower and far more defensible, and it is the only kind that survives a conversation with an owner who has been sold a software ROI claim before.

Cohort discipline ILLUSTRATION · NOT DATA

COHORT A · COACHED WITH GOOSE

Same market, same lead sources, same season. Scored and coached weekly.

COHORT B · BUSINESS AS USUAL

The control. Whatever gap opens between the two is yours to attribute.

RULE

If the lead mix changed, the month doesn't count. Re-fly it.

Next sortie

Every call deserves a wingman.