| Typical turnaround | Minutes to hours | 6–16+ weeks per engagement | Minutes — but ungrounded |
| Typical engagement cost | Credit-based SaaS subscription | $250K–$2M+ per engagement | Low-cost chat; no deliverable |
| Quantitative multi-strategy modeling | Built-in — up to 5 strategies scored side-by-side | Manual, analyst- & partner-dependent | Single ungrounded narrative |
| Document-grounded research | Native — up to 10 source documents per query | Manual analyst review of source material | No persistent document grounding |
| Regulatory / compliance mapping | Built into every report | Manual, often a separate paid workstream | Not addressed |
| Audit trail & traceability | Full — every output is logic-based and sourced | Partial — engagement notes & workpapers | None — outputs not reproducible |
| On-prem / sovereign / air-gapped | Native deployment option | N/A — people-based delivery | Cloud-only |
| Boardroom-ready branded export | Automatic PDF / Word report | Manual deck-building by the team | Manual copy-paste, unformatted |
| Multi-tenant enterprise architecture | Yes — per-user isolation, admin controls | N/A | No |
| Consistency across engagements | Deterministic, repeatable methodology | Variable by team, partner & firm | Variable — not repeatable |
| Best fit | Governments, DFIs & enterprise decision intelligence at scale | Bespoke, high-stakes single engagements | Ad hoc individual brainstorming |