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Part B · The screens

B.17Measurement

What the outreach actually earned, measured against a held-out group that got nothing, with the range of the result and a verdict in words. A second tab backtests the scoring on past deals.

No.
B.17
Dashboard address
/measurement

What you can do here

Each core task, and how many clicks it takes from this screen.

TaskClicksHow
See the lift of every wave1Measurement: one row per wave, treated against held out, the lift with its range, and the verdict.
See how a number was counted2Measurement → Why? on the number: the arms, how the lift was counted, the interval and the verdict.
See a wave's accounts2Measurement → the wave: its accounts, filterable to the held-out group.
Backtest the scoring2Measurement → Backtest: had the AI scored past accounts, where would the winners have ranked?

How it works behind the scenes

  • Each outreach wave is an experiment: a fixed, stratified 20% of the chosen accounts is held out and gets no e-mail, so the difference in outcomes can be credited honestly.
  • Outcomes (replies, meetings, deals and revenue) come back from Nutshell through the sync; the lift is shown with a 95% range, and the verdict says plainly when the range is too wide to call.
  • Views by segment and by tier are one click away and live in the address, so a view can be shared.
  • Held-out accounts are never shown to reps as targets and nothing about the holdout is written to Nutshell.

Rules and switches that apply here

  • Any history made up for the prototype is labelled "simulated" on the screen and never mixed with real results.

The tables behind it

ctrl.experimentsPKiduuidnametextkindtextunittextstratajsonbholdout_pctnumericmeasurement_daysintegeris_simulatedboolean+ 9 more columnsctrl.outreach_wavesPKiduuidnametextFKexperiment_iduuidsegmenttextsizeintegerstatustextIDapproval_iduuidreleased_attimestampis_simulatedboolean+ 2 more columns

PK primary keyFK reference the database enforces (solid line)ID reference kept by id (dashed line)

TableWhat it holdsColumns
ctrl.experimentsEach experiment: its arms, the holdout share, how it is stratified and measured.17
ctrl.outreach_wavesEach outreach wave, its segment, size and the experiment it belongs to.11
How the tables connect (2)
ColumnPoints toKept by
ctrl.outreach_waves.experiment_idctrl.experimentsThe database (foreign key)
ctrl.outreach_waves.approval_idctrl.approvalsThe application (by id)

The screen

localhost:13301/measurement
Measurement: each wave against its held-out group.

Measurement: each wave against its held-out group.

  1. 1Simulated history is labelled as such.
  2. 2All waves together: treated, held out, lift and the verdict.

Dashboard · Measurement. Captured from the running POC on September 25, 2026; synthetic data.

Not yet

  • The prototype's wave history is simulated and labelled so; real lift comes from DMA's own sends.

See it live

Opens the screen in the running POC, in a new tab.

OpenWhereWhat to try
MeasurementDMA AI dashboardWhy? on any number explains how it was counted.
B.17 Measurement · DMA AI proof