← Proof

Candidate Screener

HR · Elena Fischer · Score inbound applications against the role scorecard on skills and experience only, and book first-round calls.

SampleDisprovenExpand
4 open issues
  • Candidate names and email addresses appear in 70% of prompts. No retention rule is attached.22 Oct 2026
  • Alignment 34/100 against the registered objective.20 Oct 2026
  • Reaching crm_write in 35% of runs. crm_write is not on its approved tool list.19 Oct 2026
  • The baseline is 30 min of a person's time. 28 outputs are worth 8.8 min — 29% of it. There is a saving here, but the claim is 3.4x too high.
Claimed

30 min

of a person’s time per run, 200 runs a month.
$6,200/mo if true.

What happenedDisproven

8.8 min

the work is actually worth

29%

49 of 248

“successes” its own output denies

20%

The baseline is 30 min of a person's time. 28 outputs are worth 8.8 min — 29% of it. There is a saving here, but the claim is 3.4x too high.

Cost

$2,723

a month. $10.98 per successful run.
Worth $2,255 — not counted, the claim is disproven.

Recommendation
Expand

On hold. Expanding rests on a claim the outputs contradict.

Every measurement

One dot per priced output, last 30 days. The median is what the money follows — the agent's own 42m 57s per run is machine time, not saving.

60% line · 18 minClaimed 30 minMeasured 8.8 min0 min
One dot for each of the 28 outputs we measured. Darker areas are where many landed on the same value.

Cost per run · 90 days

90 days ago $10.91now $10.38

Tools

2 approved · 93% success · last run today

  • ats_read266
  • calendar_write266
  • crm_write · not approved103
▶How the work is priced, and every reading behind the median
A fixed rubric, run locally on the
finished output. No model, no network.

  0.5 min        to pick the task up
  + words ÷ 180  drafting
  + 0.25 min     per list item
  + 0.3 min      per heading
  + 0.4 min      per table row
  + 1.5 min      per code block
  + 0.2 min      per figure, max 12

Held between 0.1 and 480 minutes.

The owner's claim is not an input — the
rubric never sees it, so it cannot copy
a number it has not been shown. It reads
the finished work, never the request.
  • 7.5mRanked against three criteria. Short reasoning.25 Oct 2026
  • 8.2mOne paragraph and a calendar invite.24 Oct 2026
  • 8mA score and two sentences. Not a 30-minute review.24 Oct 2026
  • 8.3mRanked against three criteria. Short reasoning.24 Oct 2026
  • 8.7mA score and two sentences. Not a 30-minute review.23 Oct 2026
  • 7.6mA score and two sentences. Not a 30-minute review.22 Oct 2026
▶Recent runs
WhenOutcomeCostMeasuredOutput
25 Oct, 19:45failure$10.95—not captured
25 Oct, 18:26success$10.24—not captured
25 Oct, 16:01success$10.10—not captured
25 Oct, 14:58success$10.617.5mnot captured
25 Oct, 12:17failure$10.26—not captured
25 Oct, 08:26success · disputed (off the registered job)$10.48—not captured
25 Oct, 02:56success$9.61—not captured
25 Oct, 00:46success · disputed (off the registered job)$10.81—not captured

Sample runs carry a measurement but no output text. Live runs keep both.