AI Integrations Staff Engineer at Vetcove
$150,000–$230,000from the description
Jul 20, 2026
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Jul 22, 2026
What this job asks for AI summary
A staff-level engineering role focused on integrating existing AI models into a veterinary software platform, rather than building models from scratch. Day-to-day work involves selecting appropriate models, building evaluation and observability frameworks, fine-tuning models in collaboration with a data science team, and developing AI-powered features in Python. Suited to engineers with solid backend fundamentals and hands-on experience shipping production AI applications.
Senior level · 4+ years · Remote · Bachelor's required · Full-time
Advertised as Staff, but the requirements read as Senior.
We read this from the posting text with AI. Skim the description below before ruling yourself out.
How this req sits in the market our data
Roughly 69,000 people nationally plausibly meet what this posting asks for (software developers). range 28,900–103,000
Applicant volume Moderate — A normal amount of company. The rare requirements below are what will separate a shortlisted application from the rest.
Most people in this occupation already list these. Still required — just not what gets you shortlisted.
What the occupation pays Median $138,970 (middle half $107,524–$175,762). This posting is about at that midpoint.
Estimated from BLS employment for this occupation and area, per-skill prevalence across our listing corpus, and published wage benchmarks — as of Jul 28, 2026. It is a model, not a headcount.
Why we read it this way (6)
The role is titled 'Staff Engineer' but the actual requirements — 4+ years of experience, no org-wide scope described, and a focus on integrating/fine-tuning existing AI models — are more consistent with a Senior-level individual contributor than a true Staff engineer. Seniority is assessed as Senior accordingly.
The posting explicitly states this role does NOT involve designing or implementing new ML models; the work is integration and fine-tuning of existing models. The alt SOC (Data Scientists, 15-2051) was considered given the AI/ML focus, but the primary day-to-day work is software development with AI integration, making 15-1252 the better fit.
The degree requirement is a Bachelor's in CS, Engineering, or a related field with no 'or equivalent experience' escape clause, so it is treated as a hard requirement.
The compensation range of $150,000–$230,000/year is the general US range; a Colorado-specific range of $160,000–$210,000 is also stated. The broader US range is captured here.
No specific web framework, cloud platform, or database technology is named anywhere in the posting — the skills list reflects only what is concretely named.
Ignored 2 non-technology phrase(s) as skills (responsibilities/concepts, not named tools): AI model fine-tuning, AI observability/evaluation frameworks.
Read the full posting
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