Description review

ko-br | Engineering, sales, operations | San Francisco, CA / London, UK / Cairo,

ko-br · San Francisco, CA / London, UK / Cairo, · back to the listing

HR standards

24/100

poor

Title ↔ description

49/100

poor

Reads as

Sales Engineer

90% confident

What this role officially is

technical sales representative — ESCO, the EU occupation classification

Technical sales representatives act for a business to sell its merchandise while providing technical insight for customers.

Also known as: assistant technical sales representative, field saleswoman, inside technical sales representative, field salesperson, technical field sales representative, trainee technical sales engineer

How others title the same work

Large employers

  • Embedded Linux Consultant - Japan Canonical
  • Embedded Linux Field Engineer for Devices/IoT Canonical
  • Alliances Field Engineer Canonical Ltd.
  • Embedded Linux Field Engineer for Devices/IoT Canonical Ltd.
  • Ubuntu Sales Engineer (Entry-Level) Canonical Ltd.

Startups

  • Forward Deployed Engineer Encord
  • Forward Deployed Engineer, SF Encord
  • Forward Deployed Engineer HackerRank
  • Customer Solutions Engineer Agave
  • GTM Engineering Intern Aviator

What the listing never says

  • No section describes what the person would actually do. Scope clarity
  • No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency
  • No location or timezone policy stated, so a candidate cannot tell where they may work from. Scope clarity

The listing, marked up

Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.

Egypt| Full-time | https://ko-br.com

We give robots the ability to reliably perform mundane manufacturing work. Come build with us
We are looking for:
* Founding Software Engineers
* Founding Deployment & Operations Engineers
* Founding Sales Engineers
* Robot Teleoperators
Apply here: https://app.dover.com/jobs/ko-br

How this was produced

Highlights are found by rule, not by a model: each one is a phrase matched at a known position, and every note is a template we wrote. The two scores come from a typed-decision model (Jev) that reads the listing against the official role definition and real listings for the same role, and returns probabilities rather than prose — it never writes any of the words on this page, and never chooses what to highlight.

Deterministic penalty applied to the HR score: 16 points (from 40 before penalties). Reviewed 1 Oct 2026.