Cloud-native deployment Delivered as a modern cloud or SaaS product rather than only hosted legacy software. | Native Cloud-native deployment: positioned as native or first‑class on spark.apache.org. Market‑map placeholder only—treat support level as unverified until researched. | Native Cloud-native deployment: positioned as native or first‑class on dataiku.com. Market‑map placeholder only—treat support level as unverified until researched. |
API-first integration Provides documented APIs suitable for carrier or insurtech engineering teams. | Partial API-first integration: often partial, partner‑mediated, or LOB‑specific—confirm on spark.apache.org. Market‑map placeholder only—treat support level as unverified until researched. | Unsupported API-first integration: not positioned as core on dataiku.com for typical P&C paths, or unknown—verify. Market‑map placeholder only—treat support level as unverified until researched. |
Commercial lines depth Has meaningful commercial P&C capabilities beyond personal lines. | Unsupported Commercial lines depth: not positioned as core on spark.apache.org for typical P&C paths, or unknown—verify. Market‑map placeholder only—treat support level as unverified until researched. | Native Commercial lines depth: positioned as native or first‑class on dataiku.com. Market‑map placeholder only—treat support level as unverified until researched. |
Bureau, loss cost, and filing alignment Bureau feeds, loss costs, company exceptions, and filing-grade change control for rate and rule updates. | Native Bureau, loss cost, and filing alignment: positioned as native or first‑class on spark.apache.org. Market‑map placeholder only—treat support level as unverified until researched. | Native Bureau, loss cost, and filing alignment: positioned as native or first‑class on dataiku.com. Market‑map placeholder only—treat support level as unverified until researched. |
Rules testing and deployment pipeline Peer review, simulation, diffing, and safe deployment for rate and rule changes across environments. | Partial Rules testing and deployment pipeline: often partial, partner‑mediated, or LOB‑specific—confirm on spark.apache.org. Market‑map placeholder only—treat support level as unverified until researched. | Native Rules testing and deployment pipeline: positioned as native or first‑class on dataiku.com. Market‑map placeholder only—treat support level as unverified until researched. |
Rating latency and partner API load Latency under peak API quoting, batch rerate windows, and partner concurrency limits. | Native Rating latency and partner API load: positioned as native or first‑class on spark.apache.org. Market‑map placeholder only—treat support level as unverified until researched. | Partial Rating latency and partner API load: often partial, partner‑mediated, or LOB‑specific—confirm on dataiku.com. Market‑map placeholder only—treat support level as unverified until researched. |
Machine learning pricing overlays Governance for ML overlays on classical rating: approvals, explainability, and rollback. | Partial Machine learning pricing overlays: often partial, partner‑mediated, or LOB‑specific—confirm on spark.apache.org. Market‑map placeholder only—treat support level as unverified until researched. | Native Machine learning pricing overlays: positioned as native or first‑class on dataiku.com. Market‑map placeholder only—treat support level as unverified until researched. |