| Battle-card refresh cadence | 60-90 days median (Klue State of CI 2024) | Continuous via live signal graph + on-demand re-assembly |
| Competitor coverage | Formal cards for 5-7 named competitors (Forrester 2024) | All 251,835 products + 84 vendors in named categories typed in the graph; coverage is universal |
| Source of competitor data | Analyst input + manual web research + customer-uploaded docs | 1,000+ live sources auto-ingested: G2, TrustRadius, GetApp, Capterra, SEC, Crunchbase, vendor changelogs, press, hiring |
| AE deal-stage query | Search the battle-card library for the closest pre-written content | Ask APEX: "In this deal vs Competitor B in Inventory Management at Acme Corp scale, what do I need to know?" — cited multi-hop answer in seconds |
| Win/loss feedback loop | Separate win/loss tool, manual entry, separate analytics layer | Win/loss is an entity type in the same graph; patterns surface in the same workspace |
| AI substrate | Vector search over the document library + LLM summarization | GraphRAG over typed knowledge graph; 70-80% accuracy lift on multi-hop questions per Microsoft Research benchmark |
| Annual contract value | $50K-$100K typical | From $50K — and replaces RFX + Product Ops tools at the same time |