Software Engineers are already heading there
96% of Software Engineer postings point toward AI engineering, the direction that leads to the AI Engineer role.
Titles our analysis points to on the way
- Software Engineer, AI-Augmented Development
- Software Engineer, AI-Augmented Backend
- Software Engineer, AI Infrastructure
Skills employers add along the way
- Prompt Engineering
- AI Assisted Coding
- LLM Integration
- LLM API Integration
- Vector Databases
- LLM Ops
The skills that separate the two roles
Skills AI Engineer postings ask for at least 10 points more often than Software Engineer postings, with the share of each role's postings that ask for them.
| Skill | AI Engineer | Software Engineer |
|---|---|---|
| Python | 62% | 14% |
| MLOps | 34% | under 9% |
| LLM Application Development | 34% | under 9% |
| RAG Pipelines | 22% | under 9% |
What carries over
Skills both roles ask for, where Software Engineer postings already ask at a similar or higher rate.
| Skill | AI Engineer | Software Engineer |
|---|---|---|
| Prompt Engineering | 42% | 59% |
Side by side
| Measure | Software Engineer | AI Engineer |
|---|---|---|
| AI-related postings | 9,425 | 726 |
| Core AI share | 8% | 74% |
| Automation exposure | 43/100 | 22/100 |
| Median pay per month, Netherlands | €4,900 (511 postings) | €5,600 (28 postings) |
FAQ
How do I move from Software Engineer to AI Engineer?
Employers are already moving the role this way: 96% of Software Engineer postings point toward AI engineering. What separates the two roles in postings is Python (in 62% of AI Engineer postings), MLOps (34%) and LLM Application Development (34%), all asked for far less often in Software Engineer postings. The advertised median in the Netherlands is €5,600 per month for an AI Engineer, against €4,900 per month for a Software Engineer.
What skills does a Software Engineer need to become an AI Engineer?
The skills AI Engineer postings ask for far more often: Python (62%, against 14% for a Software Engineer), MLOps (34%, against under 9% for a Software Engineer), LLM Application Development (34%, against under 9% for a Software Engineer) and RAG Pipelines (22%, against under 9% for a Software Engineer).
Which Software Engineer skills carry over?
Prompt Engineering: both roles ask for them at similar or higher rates in Software Engineer postings.
Does an AI Engineer earn more than a Software Engineer?
In the Netherlands, the advertised median is €5,600 per month for an AI Engineer and €4,900 per month for a Software Engineer, from 28 and 511 postings that quote pay. Few postings quote pay, so treat the gap as indicative.
See the detail for your role
Every role guide shows its essential skills, the AI skills to learn next, the common gaps and where the role is heading.
Browse all 44 role guidesBuilt from 9,425 Software Engineer and 726 AI Engineer postings, published from March to September 2026 and deduplicated so that a job listed on several boards or by several agencies counts once. Skills are compared on each role's ten most requested; a skill outside the Software Engineer ten is shown as under its tenth skill's share. A skill separates the roles when AI Engineer postings ask for it at least 10 points more often, counting a skill outside the Software Engineer ten at that tenth share, the most it could be. Pay compares the country and period where both roles have the most postings quoting it. How we collect and deduplicate postings.