Comparison Matrix
AI certification comparison matrix
A quick way to compare the most relevant AI training paths before you spend money or time.
| Path | Best for | Cost | Difficulty | ROI |
|---|---|---|---|---|
| Google AI Professional Certificate | Beginners | Low | Easy | High for starting out |
| Microsoft AI-102 / Azure AI Engineer | Microsoft-heavy engineers | Medium | Medium | High for Microsoft shops |
| CompTIA AI Essentials | Fast overview | Low | Easy | Good as an intro |
| AWS AI Practitioner / Bedrock paths | AWS-centric teams | Medium | Medium | High if you use AWS |
| IBM / Databricks AI paths | Broader AI careers | Medium | Medium | Varies by role |