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Comparison tool

Compare vendors without vendor-influenced ratings.

Pick up to four vendors. Feature support is founder-curated and source-backed as research matures.

Feature
Artificial Labs
Underwriting Workbench
  • Specialty/E&S fitNative
  • Configurable workflowsPartial
  • Submission intake and normalizationNative
  • Appetite rules and routingNative
  • Referrals and SLA collaborationPartial
Convr AI
Underwriting Workbench
  • Specialty/E&S fitUnsupported
  • Configurable workflowsNative
  • Submission intake and normalizationNative
  • Appetite rules and routingUnsupported
  • Referrals and SLA collaborationUnsupported
Guidewire InsuranceSuite
Policy Administration
  • Out-of-sequence endorsementsNative
  • MGA/MGU workflowsNative
  • Cloud-native deploymentPartial
  • API-first integrationNative
  • ACORD integrationNative
FRISS
Fraud & SIU
  • Entity resolution and graph signalsNative
  • Investigation case managementNative
  • Fairness and model explainabilityNative
  • Hit triage and prioritizationNative
  • External intelligence fusionPartial
Out-of-sequence endorsements
Supports endorsement activity that arrives out of chronological order.
UnknownUnknownNativeUnknown
MGA/MGU workflows
Includes native workflows for delegated authority, program business, or MGA operations.
UnknownUnknownNativeUnknown
Cloud-native deployment
Delivered as a modern cloud or SaaS product rather than only hosted legacy software.
PartialPartialPartialUnknown
API-first integration
Provides documented APIs suitable for carrier or insurtech engineering teams.
PartialPartialNativeUnknown
ACORD integration
Supports ACORD standards, messaging, mapping, or data exchange.
UnknownUnknownNativeUnknown
Commercial lines depth
Has meaningful commercial P&C capabilities beyond personal lines.
NativePartialPartialUnknown
Specialty/E&S fit
Fits specialty, E&S, program, or non-admitted workflows.
NativeUnsupportedNativeUnknown
Configurable workflows
Allows business users or implementation teams to configure workflow and rules.
PartialNativeNativeUnknown
Submission intake and normalization
Intake from brokers, portals, and email with enrichment, dedupe, and structured underwriting payloads.
NativeNativeUnknownUnknown
FNOL and assignment
Digital FNOL, triage, loss location capture, and assignment to internal or external adjusters.
UnknownUnknownUnknownUnknown