Marek Mensah
A-2413Their final recommendation: “Profit fell because of the longer Spring Sale and free shipping on online growth, plus a $4M one-off; not rent.” · revised after Maya's challenge
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Digest · three moments, each linked to its time in the log
Rubric · 4 dimensions · 1–10 · click for anchors and evidence
Scores backed by Keewano evidence this candidate company baseline (avg of 2 sample employees) applicant median (n = 21)Evidence from Keewano
Evidence from Keewano
Evidence from Keewano
Evidence from Keewano
Review aid (demo rubric), not a hiring decision · scored by claude-opus-5 from the action log
Beside sample employees · same case
Sample employees| Marek Mensah | Associate ConsultantSample employee · 2nd year | Engagement ManagerSample employee · Manager | |
|---|---|---|---|
| Problem definition | 8 | 9 | 9 |
| Communication | 3 | 9 | 8 |
| AI verification | 6 | 9 | 9 |
| Adaptation | 2 | 9 | 9 |
| Checked the AI's claim | yes | yes | yes |
| Asked the client finance analyst | yes | yes | yes |
| Revised after the challenge | yes | yes | yes |
| Time on the case | 38m 20s | 33m 20s | 21m 40s |
Two reference runs of the same case by sample employees, shown for context. Not a benchmark: no percentiles or predictions from two samples.
Evidence · open the exact exchange behind each claim
Asked Maya Okafor a clarifying question
“Before I recommend anything: is Helen's priority next year getting margin back, or protecting growth?” · Maya shared a fact only they knew
#4
From app event log
Relied on the AI without checking
AI: “Summary of the preliminary findings: the main controllable driver is store rent, which ro…” · no check against the docs or the analyst before the final.
#5
From app event log
Revised after Maya's challenge
Before: “Profit fell because of the longer Spring Sale and free shipping on on…” → After: “Profit fell because of the longer Spring Sale and free shipping on on…”
#9 · #10 · #11
From app event log
Mid-point check-in
Never sent the required check-in to the manager.
Missing from the record: nothing to open.