Vulnerability Scanning & Code Security
4.3/5.0
VerifiedContact SalesLast technical review:
Markdown for AI (.md)

Sift

Real-time fraud prevention and machine learning platform for digital businesses.

Pricing

Contact

Contact Sales
Score

4.3/5

Certifications
2
Last technical review
2026-10-30
Available plansVisit website (opens in a new tab)

Technical Overview

Sift is a fraud prevention platform designed for digital businesses, focused on stopping payment fraud, account takeover, and fake accounts in real time. It uses AI agents and a global data network with over one billion annual events to help companies approve legitimate transactions and optimize the customer experience. It integrates via API and is billed through custom enterprise plans.

Analyst Evaluation: Pros and Limitations

Verified Advantages

  • Real-time fraud detection powered by machine learning.
  • Global data network processing over one trillion annual events.
  • Automated AI agents for case review and workflow optimization.

Technical Considerations

  • Opaque pricing model requiring mandatory sales contact.
  • Moderate learning curve for initial rule and model configuration.

Technical Capabilities & Features

5/7
Included:REST & GraphQL API
Included:SSO / SAML Authentication
Not available:Self-Hosted Option
Included:Full Data Export
Included:Role-Based Access Control (RBAC)
Not available:Custom Domains & SSL
Included:Immutable Audit Logs
Scorecard
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Technical Scorecard: Sift

82/100
DX & Tech Documentation
Excellent
85/100
Pricing Fairness
Favorable
70/100
Security & Governance
Excellent
90/100
Data Portability & Sovereignty
Favorable
75/100
Performance & Reliability
Excellent
90/100

Time to Value & Fit by Segment: Sift

Estimated Time-to-Value1 - 7 days (Agile)

Standard sprint integration without complex external dependencies.

Learning CurveModerate (Standard)

Requires consulting technical documentation and basic credentials setup.

Fit Index by Organization Size

Startup & Agile Teams1 to 50 members
40%
Mid-Market & Scaleup50 to 500 members
80%
Corporate Enterprise500+ members
100%
Pricing & TCO
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Pricing

Contact Sales/mo

Model: CONTACT.

Get Sift (opens in a new tab)

Billing Risks & Hidden Clauses: Sift

Audited Billing Critical Points:
  • Pricing requires contacting sales, which can lead to high entry thresholds for growing companies.
Total Cost of Ownership (TCO) Projection: SiftCONTACT
Deterministic cost estimation at 12 and 36 months based on team size, including SSO tax premiums and annual prepay discounts.
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Indie / Solo (1 active user)

Solo developer or independent technical founder.

Base Monthly Cost
$12/month
1 active user
12-Month Investment
$122/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$366total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 3 active users

Calculated infrastructure: VPS 1 vCPU / 2GB RAM (~$5) + 0.5h DevOps/mes ($20)

Annual VPS + DevOps Cost$300/year
Differential vs SaaS LicensingSaaS is $178/year
Startup (10 active users)

Agile engineering team in validation and early traction stage.

Base Monthly Cost
$270/month
10 active users
12-Month Investment
$2,754/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$8,262total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 5 active users

Calculated infrastructure: VPS 2 vCPU / 8GB RAM (~$15) + 2h DevOps/mes ($80)

Annual VPS + DevOps Cost$1,140/year
Differential vs SaaS LicensingSavings of $1,614/year
Growth (25 active users)

Scaling company with team governance and granular access control requirements.

Base Monthly Cost
$675/month
25 active users
12-Month Investment
$6,885/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$20,655total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 13 active users

Calculated infrastructure: Cluster VPS 4 vCPU / 16GB RAM (~$45) + 6h DevOps/mes ($240)

Annual VPS + DevOps Cost$3,420/year
Differential vs SaaS LicensingSavings of $3,465/year
Scaleup (100 active users)

Established organization with enterprise security policies and mandatory SAML/SSO.

Base Monthly Cost
$2,700/month
100 active users
12-Month Investment
$27,540/year
Includes ~15% savings via annual billing
3-Year TCO Projection (36m)
$82,620total
Consolidated software licensing expenditure

Estimated Self-Hosted VPS + DevOps Cost

Break-Even Point: Profitable starting at 35 active users

Calculated infrastructure: Infraestructura HA redundante + Backups (~$150) + 16h DevOps/mes ($640)

Annual VPS + DevOps Cost$9,480/year
Differential vs SaaS LicensingSavings of $18,060/year
Usage Surcharges & Bill Shock Simulator: SiftWhat usage costs as you scale
Detect overage penalties before they impact engineering budget.
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Prototype / MVP (10 GB)

Included base quota in plan: 20 GB.
Low Risk / Predictable Bill
Base Monthly Rate
$20/mo
Fixed subscription or contracted tier
Overage Penalty
$0/month extra
Usage covered within plan quota
Estimated Monthly Invoice
$20/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Suitable for development; verify concurrent connection limits.

Base Production (50 GB)

Included base quota in plan: 20 GB.
Low Risk / Predictable Bill
Base Monthly Rate
$20/mo
Fixed subscription or contracted tier
Overage Penalty
+$5/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$25/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Implement table compression policies and temporal partitioning.

Active Growth (250 GB)

Included base quota in plan: 20 GB.
High Risk / Accelerated Overages
Base Monthly Rate
$20/mo
Fixed subscription or contracted tier
Overage Penalty
+$41/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$61/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Offload cold backups to standard object storage (S3).

Large Scale (1.000 GB (1 TB))

Included base quota in plan: 20 GB.
Critical Risk / Severe Bill Shock
Base Monthly Rate
$20/mo
Fixed subscription or contracted tier
Overage Penalty
+$176/month extra
Variable surcharge for consumption above plan quota
Estimated Monthly Invoice
$196/mo
Total monthly cost before taxes
Technical Mitigation Recommendation:

Migrate to dedicated instance or self-hosted cluster to curtail I/O fees.

Procurement Strategy & Discounts: SiftB2B Negotiation Playbook
Corporate executive level with highest authority to approve budgetary exceptions.
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Fair Market Price & B2B Procurement Benchmark

Non-renewal notice: 60 days before expirationMedian achieved discount: -12%
Public List Price
Custom / Contact
100% baseline
Audited Market Average
-12% median
~88% of list price
Optimized Target Price
-20% target
Max achievable discount (Q4 / multi-year): -20%

Verified Tactical Savings Levers

  • Annual Upfront PrepayUp to -15%

    Consolidated discount for upfront annual billing versus monthly rate.

  • Multi-Year AgreementUp to -25%

    Multi-year contract commitment (2-3 years) with inflation rate lock.

  • Competitive Migration CreditUp to -20%

    Migration credits and buyout of remaining competitor contract period.

Security & Data Exit
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Compliance & Security Standards: Sift

SOC 2 Type IIAudited
ISO 27001Not reported
GDPR / RGPDAudited
HIPAANot reported
PCI-DSSNot reported
Jurisdiction & Legal Sovereignty
🇺🇸United States [US]Subject to US CLOUD ActGDPR DPA Available
SSO Availability (SAML Enterprise)
Enterprise-Only SSO
Data Residency
USEUAWS
AI Privacy Policy
Opt-out available
Data Liberation & Migration Runbook: SiftJSON · CSV
Actionable escape runbook and credential export guarantees to mitigate vendor lock-in.
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Supported Structured Export Formats
JSONCSV
Password Hash Portability
Subject to Support Ticket (Manual Process)

Credential hash export requires commercial mediation or formal support ticket approval.

CLI Command / Rescue Endpoint
https://api.sift.com/v205
Exit Protocol & Migration Notes

La exportación de datos históricos y registros de análisis requiere la utilización de las API de Sift o la coordinación directa con el equipo de soporte técnico.

Deployment & Infrastructure Requirements: SiftDocker
Hardware specs and Docker directives to run on local servers, dedicated VPS, or Kubernetes without telemetry leak to the cloud.
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Minimum Memory1 GB RAM (Recommended)
Compute CPU1 vCPU
Runtime / LanguageTypeScript / Go / Rust
Code LicenseOpen Source
Docker CLI Directive
docker run -d --name sift -p 8080:8080 sift:latest
Companion Services & Dependencies:
PostgreSQL 15+Redis 7+
Community & Repository
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Technical Reputation of Sift

80/100 Technical Trust

Frequent Praises in Production

  • Real-time fraud detection powered by machine learning.
  • Global data network processing over one trillion annual events.
  • Automated AI agents for case review and workflow optimization.

Reported Production Frictions

  • Opaque pricing model requiring mandatory sales contact.
  • Moderate learning curve for initial rule and model configuration.
Commercial Treatment & Vendor Lock-in:Requires Sales Contact

Assisted cancellation requiring meeting with account team or contract notice period.

Frequently Asked Technical Questions (Sift)

How does Sift integrate with existing systems?

Sift integrates via APIs that allow sending user event, transaction, and session data in real time for risk analysis and scoring.

What types of fraud can the platform detect?

The platform is designed to stop payment fraud, account takeover (ATO), promotion abuse, and the creation of fake accounts.

Does Sift offer a free trial or free tier?

It does not feature a permanent free tier or public self-serve pricing, as services are tailored and custom-quoted for enterprise clients.

Direct Alternatives

All tools in Sift
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