real-time inference jobs in 2026 — demand, top roles hiring, and related skills
As of 2026-06-11, real-time inference appears in 278 job postings indexed by Skillenai over the past 90 days — most often required for Machine Learning Engineer roles, with demand down 49% vs the prior 4 weeks.
Last updated · 90d ending 2026-06-11
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Frequently asked questions about real-time inference
+Is real-time inference in demand in 2026?
Yes. real-time inference appears in 278 job postings indexed by Skillenai over the 90 days ending 2026-06-11, with demand down 49% vs the prior 4 weeks. It is most often required for Machine Learning Engineer roles (17% of Machine Learning Engineer postings list it).
+What jobs require real-time inference?
According to the Skillenai jobs index over the 90 days ending 2026-06-11, the job titles most likely to require real-time inference are Machine Learning Engineer (17% of postings list real-time inference), Software Engineer (12% of postings list real-time inference), ML Engineer (6% of postings list real-time inference).
+What skills are commonly paired with real-time inference?
Across job postings indexed by Skillenai (90 days ending 2026-06-11), real-time inference most often appears alongside Python, machine learning, PyTorch, Distributed systems, deep learning.
+Where is real-time inference most in demand?
As of 2026-06-11, the metro areas posting the most jobs requiring real-time inference are New York City, San Francisco, San Mateo, Seattle, Berlin, according to the Skillenai jobs index.
+How can I keep up with new real-time inference content and jobs?
Skillenai indexes news, blog posts, and research papers mentioning real-time inference alongside the jobs index. You can subscribe to a daily email digest of new real-time inference content from your Skillenai account.
Weekly job postings requiring real-time inference — last 90 days
Job titles most likely to require real-time inference
| Role | Postings mentioning | % requiring |
|---|---|---|
| Machine Learning Engineer | 48 | 17.3% |
| Software Engineer | 33 | 11.9% |
| ML Engineer | 16 | 5.8% |
| Data Scientist | 14 | 5.0% |
| AI Engineer | 12 | 4.3% |
| Engineering Manager | 6 | 2.2% |
| Staff Software Engineer | 6 | 2.2% |
| Backend Engineer | 5 | 1.8% |
| Computer Vision Engineer | 5 | 1.8% |
| ML Platform Engineer | 5 | 1.8% |
Top metros hiring for real-time inference
| Name | Postings | Share |
|---|---|---|
| New York City | 33 | 11.9% |
| San Francisco | 33 | 11.9% |
| San Mateo | 14 | 5.0% |
| Seattle | 11 | 4.0% |
| Berlin | 7 | 2.5% |
| Mountain View | 7 | 2.5% |
| Palo Alto | 7 | 2.5% |
| Toronto | 7 | 2.5% |
| Bengaluru | 5 | 1.8% |
Skills commonly paired with real-time inference
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How this was computed
Counts derive from the Skillenai jobs index over the 90 days ending 2026-06-11. 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
- f9cb35a007416a0e
- data_as_of
- 2026-06-11
- 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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