| Capability | Ivanti | StackFlow |
|---|---|---|
| AI ticket routing | ~ NLU add-on ($$$) | ✓ Native, 98% accuracy |
| Auto-resolution | ✕ Not available | ✓ 60% autonomous |
| Deployment time | ✕ 3–6 mo | ✓ 4 weeks avg |
| Annual license cost | ✕ $100K–$500K | ✓ 70-85% lower OPEX |
| Knowledge Graph CMDB | ✕ Flat relational | ✓ Graph Intelligence |
| Graph RAG reasoning | ✕ Not available | ✓ Native architecture |
| Cloud cost optimization | ✕ Not included | ✓ 40% avg reduction |
| Agentic AI | ✕ No native agents | ✓ ChangeAgent, IncidentAgent, KnowledgeAgent |
| MTTR reduction | ~ ~20% with add-ons | ✓ 65% out of the box |
| 3-Year ROI | ✕ Negative (cost center) | ✓ 312% (Forrester TEI) |