Description review

Kaavio | REMOTE (US or Canada) | Full Time

Kaavio · Full Time · back to the listing

HR standards

45/100

poor

Title ↔ description

42/100

poor

Reads as

Machine Learning Engineer

93% confident

What this role officially is

data scientist — ESCO, the EU occupation classification

Data scientists find and interpret rich data sources, manage large amounts of data, merge data sources, ensure consistency of data-sets, and create visualisations to aid in understanding data. They build mathematical models using data, present and communicate data insights and findings to specialists and scientists in their team and if required, to a non-expert audience, and recommend ways to apply the data.

Also known as: data scientists, data engineer, research data scientist, data expert, data research scientist

How others title the same work

Large employers

  • Applied AI Engineer Automattic
  • Machine Learning Engineer, CX Intelligence Coinbase
  • AI Engineer - FDE (Forward Deployed Engineer) Databricks
  • AI Engineer - FDE (Forward Deployed Engineer) - U.S. Federal Sector Databricks
  • Senior AI Engineer – Notebooks Datadog

Startups

  • Attendi | Medior Machine Learning Engineer | Amsterdam, Netherlands | ONSITE (hybrid) | €6,000 - €7,000 per month | Full-time (80–100%, ~4–5 days/week) | Visa sponsorship + 30% ruling possible Attendi
  • Member of Technical Staff (applied) Anthrogen
  • Aptura AI | Full-Time | MTS (Applied AI), MTS (SWE / Product) | London | ONSITE / HYBRID Aptura AI
  • Arcforma AI (arcforma.ai) | AI Engineer (Marketing / Construction / Arcforma AI (arcforma.ai)
  • Staff AI Engineer - Agent Architecture & Behavior Artisan

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.

Kaavio builds AI-powered tools that help people buy and sell complex physical products. We work with industrial and science distributors managing massive catalogs (millions of SKUs, each with detailed specs and docs), extracting images, descriptions, and structured data for 10k+ products in days instead of months.
Hiring engineering positions 2 and 3:
Applied AI Engineer: work on research agents, RAG over large catalogs, structured extraction, and the eval work that makes AI trustworthy in production.
Data Engineer / Backend Engineer: work on the data platform, durable workflows, APIs, and infrastructure that keep a data-intensive AI app fast, reliable, and affordable.
$180k–$220k base, 0.25%–0.75% equity, depending on experience
More role info and application instructions here: https://github.com/KaavioAI/jobs

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 61 before penalties). Reviewed 2 Oct 2026.