AI Is Now a Baseline Skill — the Money Moved to Infrastructure
Across the ~8,600 remote-first roles we track, 447 list AI as a required skill — it's table stakes now. The real premium sits in systems and infrastructure, where Rust tops out at $220k and Excel floors at $95k.

Across the ~8,600 remote-first postings we track at Remotera, 447 name AI itself as a required skill — 315 asking for AI tools and 132 listing plain AI. That drops AI into the same column as Python, SQL, and communication: something employers assume you can do, not a specialty they'll pay a finder's fee to source.
This is what commoditisation looks like. When a capability shows up as a checkbox on hundreds of unrelated job descriptions, it has stopped being a differentiator and become table stakes. The interesting question isn't whether AI matters — it's where the money actually went.
AI is the baseline, infra is the ceiling
Where the money actually sits
Sort the postings we track by the median advertised top-of-range attached to each required skill, and the top of the board reads like a systems-engineering roster: Rust $220,000, AI $215,000, Go $205,000, Kubernetes $200,000, Terraform $200,000, then Python $185,000, AWS $180,000, and TypeScript $181,500.
At the bottom: Excel at $95,000. The Excel-to-Rust gap is about $125,000 — roughly an entire mid-level salary, decided by which tools sit on your résumé. Note where AI tools lands: $164,000, respectable but below every core infra skill. AI fluency raises the floor; infrastructure raises the ceiling.
The same gravity by role and industry
It shows up in role type, too. Engineering management leads at $240,000, ML/AI at $235,150, and SRE at $200,000 — the people who build, run, and staff the platform. Product ($194,693) and backend ($180,000) follow. At the other end sit support ($65,000) and QA ($84,370).
By industry, the top of our set is software development ($200,625), software ($189,000), fintech ($188,600), and blockchain ($187,000), with technology ($180,000) and cybersecurity ($162,727) close behind. The floor is retail ($56,160) and semiconductors ($45,760). The plumbing pays because everything else now depends on it.
“The distance between the highest- and lowest-paid skills we track is about $125,000. That gap isn't seniority. It's which tools you list.”
What to do with this
For job seekers: treat AI fluency as required, not remarkable — then build a real moat in systems and infrastructure, where our data shows the top salaries ($220k for Rust, $200k-plus for Go, Kubernetes, and Terraform). Excel-only skill sets sit at the $95k floor.
For employers: pay for platform and infrastructure talent deliberately — it now anchors the top of both the skill and role tables. Listing AI as a requirement no longer differentiates you; it's on 447 other postings too.