model serving jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-09-15, model serving appears in 706 job postings indexed by Skillenai over the past 90 days — most often required for Software Engineer roles, with demand down 16% vs the prior 4 weeks.
Last updated · 90d ending 2026-09-15
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Frequently asked questions about model serving
+Is model serving in demand in 2026?
Yes. model serving appears in 706 job postings indexed by Skillenai over the 90 days ending 2026-09-15, with demand down 16% vs the prior 4 weeks. It is most often required for Software Engineer roles (15% of Software Engineer postings list it).
+What jobs require model serving?
According to the Skillenai jobs index over the 90 days ending 2026-09-15, the job titles most likely to require model serving are Software Engineer (15% of postings list model serving), Machine Learning Engineer (14% of postings list model serving), AI Engineer (5% of postings list model serving).
+What skills are commonly paired with model serving?
Across job postings indexed by Skillenai (90 days ending 2026-09-15), model serving most often appears alongside Python, Kubernetes, observability, MLOps, Distributed systems.
+Where is model serving most in demand?
As of 2026-09-15, the metro areas posting the most jobs requiring model serving are San Francisco, London, New York City, San Jose, San Mateo, according to the Skillenai jobs index.
+How can I keep up with new model serving content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning model serving alongside the jobs index. You can subscribe to a daily email digest of new model serving content from your Skillenai account.
Weekly job postings requiring model serving — last 90 days
Salary distribution
Box = 25th–75th percentile · tick = median · whisker = 10th–90th · USD, annualized
Job titles most likely to require model serving
| Role | Postings mentioning | % requiring |
|---|---|---|
| Software Engineer | 104 | 14.7% |
| Machine Learning Engineer | 97 | 13.7% |
| AI Engineer | 34 | 4.8% |
| Data Scientist | 23 | 3.3% |
| Engineering Manager | 23 | 3.3% |
| ML Engineer | 21 | 3.0% |
| Product Manager | 20 | 2.8% |
| AI Platform Engineer | 14 | 2.0% |
| Technical Program Manager | 13 | 1.8% |
| Forward Deployed AI Engineer | 12 | 1.7% |
Top metros hiring for model serving
| Name | Postings | Share |
|---|---|---|
| San Francisco | 74 | 10.5% |
| London | 38 | 5.4% |
| New York City | 27 | 3.8% |
| San Jose | 19 | 2.7% |
| San Mateo | 18 | 2.5% |
| Seattle | 16 | 2.3% |
| Toronto | 16 | 2.3% |
| Tel Aviv | 14 | 2.0% |
| Bengaluru | 11 | 1.6% |
Skills commonly paired with model serving
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-09-15. Skills are resolved against the Skillenai canonical taxonomy, so the same entity is counted whether a posting writes 'Python', 'Python 3', or 'python'. Pages refresh weekly (or daily for the top-50 most-requested skills).
- source
- Skillenai jobs index, deduplicated daily
- entity_id
- 0387fa4fb023984e
- data_as_of
- 2026-09-15
- window_days
- 90
The demand, skills, and geo numbers on this page come from the same Skillenai labor market index that powers our API. Use it for compensation benchmarking, hiring-competition analysis, and skill-adoption tracking.
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