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Side-by-side compare

Up to 3 solutions, scored on the same value metrics.

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Sift

4.3/5
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6clicks

4.0/5
ROI categoryrisk compliancerisk compliance
Time-to-Value~4–6 weeks with engineering support (~30d)2-6 weeks (vendor: weeks, not months) (~30d)
Typical annual TCO$0/yr$0/yr
Starting price$0/yr$0/yr
Implementation feeNoneNone
Seat tiersNot publishedNo seat tiers: unlimited users on every plan; Advisor/MSP licensing is bought as Assessment-Only or Full Feature Spokes.
Implementation friction3/53/5
Friction meter
Best forDigital businesses with high volumes of signups, logins and payments needing real-time fraud decisions; Trust & Safety and fraud teams that want clearbox control over models, signals and workflows; Marketplaces, fintechs and e-commerce platforms fighting payment fraud, account takeover, account abuse and promo abuse; Teams with developer resources to integrate REST APIs, JavaScript snippets or iOS/Android SDKsGovernment agencies and regulators needing sovereign data residency and AI that runs inside their own boundary.; Defense contractors and critical infrastructure operators with air-gapped, segmented or OT environments.; Complex multi-entity enterprises running many frameworks across distributed business units.; Advisors, MSPs and vCISO providers delivering white-label GRC services to many clients from one hub.; Security, risk and compliance teams that must keep ISO 27001, NIST CSF, DORA, SOC 2, Essential Eight or IRAP obligations audit-ready.
Not forBuyers wanting a no-engineering, fully self-serve fraud tool; Companies that require published, self-serve pricing before evaluating; Low-volume businesses where manual review is cheaper than a platform; Teams looking for a general-purpose AI analytics suite rather than fraud preventionStartups and small businesses looking for a cheap self-serve checklist tool.; Teams that only need a single framework and have no multi-entity or sovereign requirements.; Organizations unwilling to run structured onboarding and Hub & Spoke configuration.; Buyers who need a published self-checkout list price before talking to sales.

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 Not listed
ISO 27001 Not listed Listed
GDPR Not listed Not listed
HIPAA Not listed Not listed
FedRAMP Not listed Not listed
ISO 42001 Not listed Listed
IAPP AIGPnamed staff Not listed Not listed
AI app-builder checkwhat this checksNo cautionNo caution

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.

Founded2011 (15 yrs)Not recorded
HeadquartersNot recordedNot recorded
PhoneNot listedNot listed
EmailPlan not statedNot listed
Live chatNot listedNot listed
Support portal / ticketsPlan not statedPlan not stated
Community forumNot listedAll plans
Help centre / docsPlan not statedAll plans
Dedicated account managerNot listedAll plans
In person / on-siteNot listedNot listed
Support hoursNot recordedNot recorded
Response timeNot statedNot stated

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 analyticsCopilot / assistant; Document processing; NLP automation; Agentic workflows; AI governance tooling
Built around AI?AI-nativeAI added to an existing product
Trains on your dataNot recorded — ask the vendorNever trains on your data
Runs onNot recordedNot recorded
AI pricingNot recordedIncluded in the plan
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)

2.4/52.7/53.0/53.3/53.6/54.4/54.3/54.2/54.0/53.9/5Friction ← betterBuyer score better →Loved & EasyLoved & HeavyRisky & EasyRisky & Heavy

The lines cross at the median of the solutions shown, so about half sit on each side of each line.

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