| General technology | Mature suite, but architecture rooted in legacy EPM design | Solid unified platform; AI added on top of existing core | Built AI-native from day one — data, consolidation and AI in a single fabric |
|---|
| Security | Enterprise-grade, proven at scale | Enterprise-grade, strong compliance pedigree | Modern enterprise-grade cloud security — no legacy surface to patch |
|---|
| Consolidation functionality | Robust engine; complex, IT-heavy rule maintenance | Strong consolidation; extensibility adds complexity | Native legal-entity close, intercompany eliminations and multi-GAAP — not a bolt-on engine |
|---|
| Reporting functionality | Deep statutory reporting; rigid, IT-dependent changes | Strong reporting; complex to configure and extend | Real-time, self-service reporting with AI-assisted insight |
|---|
| Connectivity — transactional systems | Optimized for its own ERP; others via adapters | Pre-built connectors, integration effort still significant | Open, API-first — connects to any ERP or data source |
|---|
| Connectivity — compliance & reporting | Strong only within its own stack | Relies on marketplace add-ons | Analytics spine built in — no external warehouse or add-ons required |
|---|
| Performance | Proven, but batch-oriented at high volumes | Scales, with tuning at large data volumes | Sub-second response on billions of rows, out of the box |
|---|
| Maintenance & business agility | IT-gated changes; specialists and console work for every update | Admin-gated; app-package promotion cycles to push changes | Real-time — flex with the business, updates without IT gating |
|---|
| Implementation & TCO | 12–18 month implementations; premium licensing | Multi-month projects; mid-to-high TCO | Live in weeks — up to 70% lower run cost |
|---|