Description review

Flok Health | Multiple roles | ONSITE | Cambridge UK | Series A

Flok Health · ONSITE · back to the listing

HR standards

45/100

poor

Title ↔ description

38/100

poor

Reads as

Full-Stack Engineer

91% confident

How others title the same work

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What the listing never says

  • No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency

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.

https://www.flok.health
Come help us build explainable AI for providing physiotherapy at scale.
Our core systems are a custom decision engine, interactive streaming video over WebRTC, and multiple internal tools to help us scale. We care a ton about high quality software and great UX - healthcare apps has a bad rep for being unpolished. Commercially, we partner with national healthcare systems to provide high quality care that patients love.
Over the next 18-24 months we are expanding our geographical and product footprint:
- Our infrastructure will need to mature
- Our software will need to generalise as we treat more clinical conditions
- Our collection of internal tools will need to grow
We're hiring for generalist engineers. Our core stack is Python/Rust/Typescript, but all backgrounds welcome as long as you like ownership and responsibility.
Read more and apply at https://www.flok.health/careers/engineering-team or find me online and DM me! We're 4 days a week on-site in a beautiful farm-style office in Cambridgeshire.
Definitely mention you came from HN if you apply - will help you stand out against the flood of AI-generated applications we get these days.

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: 4 points (from 49 before penalties). Reviewed 2 Oct 2026.