| Capability | ServiceNow | BMC Helix | Ivanti | Freshservice | StackFlow |
|---|---|---|---|---|---|
| AI ticket routing | ~ Add-on | ~ Limited | ✕ Basic | ~ Partial | ✓ Native · 98% |
| Autonomous resolution | ✕ | ✕ | ✕ | ~ Basic | ✓ 60% tickets |
| Knowledge Graph CMDB | ✕ Flat only | ~ Partial | ✕ | ✕ | ✓ Graph Intelligence |
| Graph RAG reasoning | ✕ | ✕ | ✕ | ✕ | ✓ Native |
| Deployment time | ✕ 6–18 mo | ✕ 9–12 mo | ~ 3–6 mo | ~ 4–6 wk | ✓ 4 weeks |
| Annual cost (mid-market) | ✕ $500K–$5M | ✕ $300K–$2M | ~ $100K–$500K | ~ $40K–$150K | ✓ 70–85% less |