Side-by-side compare
Up to 3 solutions, scored on the same value metrics.
ROI categoryrisk compliancerisk compliance
Time-to-Value3–6 months, data-dependent (~120d)2–4 weeks (~30d)
Typical annual TCO$0/yr$0/yr
Starting price$0/yr$0/yr
Implementation feeNoneNone
Seat tiersNot published; contracted per enterprise deploymentEnterprise-wide agreements; no published seat tiers
Implementation friction4/52/5
Friction meter
Best forHealth, stop-loss and P&C carriers that want faster, more consistent underwriting and claims risk assessment; MGAs, MGUs, TPAs, PEOs and pooled risk groups (MEWAs, trusts, associations) pricing risk with limited data; Claims organisations trying to flag high-cost or 'creeping catastrophic' claims earlier; Brokers, consultants and reinsurers wanting a decision-intelligence layer next to core policy systemsEnterprise SOCs with high alert volume across identity, cloud and EDR telemetry; Security leaders who want tier-1 triage, enrichment and investigation run by AI agents; Buyers who prefer an outcome-based service over another console to operate; Organisations that need faster investigation throughput without hiring more analysts
Not forBanks, lenders, payments and other non-insurance businesses; Small agencies that want self-serve tools with published, low entry pricing; Teams that cannot share or integrate historical policy, claims and member data; Buyers who want DIY model building, bring-your-own-model keys or fully transparent model internalsSmall teams with no dedicated security operations function; Buyers requiring publicly listed pricing before evaluation; Organisations that must keep all security data on-premises (no such deployment is documented)
Stack fit matrix
SalesforceNot supportedNot supported
AWSNot supportedNot supported
SnowflakeNot supportedNot supported
HubSpotNot supportedNot supported
Google WorkspaceNot supportedNot supported
Microsoft 365Not supportedNot supported
SAPNot supportedNot supported
SlackNot supportedNot supported
MCP (Model Context Protocol)Not supportedNot supported
Compliance
SOC 2 Not listed Listed
ISO 27001 Not listed Not listed
GDPR Not listed Not listed
HIPAA Not listed Not listed
FedRAMP Not listed Not listed
CMMC Not listed Not listed
ISO 42001 Not listed Not listed
IAPP AIGPnamed staff Not listed Not listed
Company & support
Who is behind each solution, and how you reach support. “Not listed” means the vendor’s public pages don’t mention a channel, not that it is unavailable.
Founded2012 (14 yrs)2024 (2 yrs)
HeadquartersBoston, USNot recorded
PhoneNot listedNot yet recorded
EmailPlan not statedNot yet recorded
Live chatNot listedNot yet recorded
Support portal / ticketsNot listedNot yet recorded
Community forumNot listedNot yet recorded
Help centre / docsNot listedNot yet recorded
Dedicated account managerNot listedNot yet recorded
In person / on-siteNot listedNot yet recorded
Support hoursNot recordedNot yet recorded
Response timeNot statedNot yet recorded
AI & MCP readiness
Whether each solution can join your AI stack, and what it asks of you to do so.
MCP connectionreaches AI clientsNot supportedNot supported
AI featuresPredictive analyticsAgentic workflows
Built around AI?AI-nativeAI-native
Trains on your dataNot recorded — ask the vendorNot recorded — ask the vendor
Runs onNot recordedNot recorded
AI pricingNot recordedNot recorded
Model keyNot recordedNot recorded
AI usage auditNot recordedNot recorded
Quadrant view
Where the 2 selected solutions land on the same value plane. Toggle axes to compare on cost, speed, friction, or buyer score.
Quadrant view
Implementation friction × Value-Position score (estimate)
The lines cross at the median of the solutions shown, so about half sit on each side of each line.
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