Which roles ask for Model Serving at tech companies · 15 roles · 90 days to Oct 7, 2026
Updated
15 roles counted that list Model Serving, one per company, title and level; 76 postings in the window.
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In short
Model Serving: listed in 15 roles at tech companies whose requirements we read, in the 90 days to Oct 7, 2026. It was required in 6 and preferred in 9. The largest group is machine learning engineer roles: 7 of 15.
- Required
- 6 of 15
- Of the roles that list Model Serving
- Preferred
- 9 of 15
- Of the roles that list Model Serving
- Largest group
- 7 of 15
- Machine learning engineer
Roles that ask for Model Serving
Roles listing Model Serving, by title family. Where the role has a page, the count is also out of that role's roles whose requirements we read.
| Role | Roles | Of the role's roles we read |
|---|---|---|
| Machine learning engineer | 7 | 7 of 79 |
| Data scientist | 2 | 2 of 112 |
| Software engineer | 2 | 2 of 719 |
| Forward deployed engineer | 1 | 1 of 63 |
| Platform engineer | 1 | 1 of 57 |
| Research scientist | 1 | 1 of 39 |
| Security engineer | 1 | 1 of 126 |
Companies that ask for it most
Asked alongside
Out of the 15 Model Serving roles whose requirements we read: the other skills they ask for. Too few to show shares, so we show counts.
| Skill | Roles asking |
|---|---|
| Python | 11 of 15 |
| Machine Learning | 6 of 15 |
| Go | 4 of 15 |
| PyTorch | 4 of 15 |
| AI Agents | 3 of 15 |
| Developer Tools | 3 of 15 |
| Distributed Systems | 3 of 15 |
| Fine-Tuning | 3 of 15 |
| Inference Optimization | 3 of 15 |
| LLMs | 3 of 15 |
| Skill | Roles asking |
|---|---|
| Distributed Systems | 4 of 15 |
| AWS | 3 of 15 |
| Model Evaluation | 3 of 15 |
| Observability | 3 of 15 |
| AI Infrastructure | 2 of 15 |
| Azure | 2 of 15 |
| Capacity Planning | 2 of 15 |
| GCP | 2 of 15 |
| GPU Computing | 2 of 15 |
| Incident Response | 2 of 15 |
Experience
Of the 11 roles that state years
Each line counts roles asking for at least that many years, so the lines overlap.
- 1+ year
- 11 of 11
- 2+ years
- 11 of 11
- 3+ years
- 11 of 11
- 5+ years
- 10 of 11
- 8+ years
- 5 of 11
- 10+ years
- 1 of 11
Degree
Of the 14 roles we could read for it
- Required
- 1 of 14
- Required, or experience instead
- 4 of 14
- Preferred
- 0 of 14
- Not mentioned
- 9 of 14
Pay and remote work
Of the 15 roles we could read for it. Pay these roles state, not what the skill pays.
- Roles stating pay
- 7 of 15
- Remote roles
- 8 of 15
How we count: 15 roles from 14 employers in the 90 days to Oct 7, 2026, each role counted once however many boards post it. Skills are counted out of the roles whose requirements we read. Roles are not filtered by country. Methodology