Verdict (TL;DR)
Verified 2026-05-10Fraud detection software protects payments, account creation, login, and transactional surfaces from payment fraud, account takeover (ATO), synthetic identity, promo abuse, and bot-driven scaled attacks. The category split into three buyer journeys in 2026: modern AI-native fraud platforms (Sift, Sardine, Castle) for fintech / marketplaces / digital-first businesses that need behavioral analytics plus device intelligence in one stack; payments-bundled fraud (Stripe Radar) for buyers already on a modern payments stack who want fraud risk scoring as part of the same vendor relationship; and specialist surfaces (ComplyAdvantage for AML and sanctions screening, Arkose Labs for bot management, Forter / Signifyd / Riskified for e-commerce chargeback guarantee, Kount for the legacy Equifax-bundled product). Sift remains the modern category leader for broad fraud-plus-abuse coverage across payments, account, content, and promo surfaces. Stripe Radar is the default if you are already on Stripe and value bundling over best-of-breed. Riskified (NYSE:RSKD) is down roughly 80% from its 2021 IPO peak and the public-market read on guarantee-based e-commerce fraud economics is increasingly skeptical, factor vendor stability into multi-year commits. Equifax-owned Kount has slowed materially since the 2021 acquisition. AI-driven behavioral analytics is the 2025-2026 differentiator. This is a companion to our [Top 10 Identity Verification](/top-10-identity-verification-software) ranking, fraud detection scores transactions and behavior at run-time, identity verification proves who someone is at onboarding.
Best for your specific use case
- Modern broad-surface fraud leader: Sift Modern category leader with the strongest combination of payments fraud, account fraud, content abuse, and promo abuse in one Digital Trust + Safety platform. Default for fintech and marketplaces.
- Stripe-bundled fraud: Stripe Radar Default if you are on Stripe. Fraud scoring built into the same payment ledger your engineering team already integrates against. Strong for digital-first commerce on Stripe.
- Fraud + AML in one platform: Sardine Modern unified fraud + AML platform with device intelligence and behavioral biometrics. Best for fintech and crypto buyers who need anti-money-laundering and fraud in one vendor.
- AML and sanctions specialist: ComplyAdvantage AML specialist with sanctions screening, PEP screening, adverse media, and transaction monitoring. Best for fintech and regulated buyers when AML is the primary need.
- Public-market e-commerce fraud: Riskified E-commerce chargeback guarantee leader. Note: stock down roughly 80% from 2021 IPO peak; weigh vendor stability for multi-year deals.
- Enterprise e-commerce fraud: Forter Enterprise e-commerce fraud with strong cross-merchant network signal. Valuation peaked at $3B in 2022 and softened in 2024 secondary disclosures; still a credible enterprise pick.
- Mid-market e-commerce guarantee: Signifyd E-commerce-focused with chargeback guarantee model. Strong fit for mid-market retailers wanting Forter / Riskified alternative.
- Legacy enterprise fraud: Kount Equifax-acquired 2021 for $640M. Mature stack with broad bank and merchant footprint, but innovation pace has slowed post-acquisition. Pick on integration depth, not roadmap.
- Bot management + fraud: Arkose Labs Bot management plus account fraud differentiator. Best for buyers facing scaled bot-driven attacks (credential stuffing, ATO, scraping) on top of payment fraud.
- Security + fraud combined: Castle Lightweight, developer-friendly security + fraud platform. Best for product engineering teams who want device fingerprinting and risk APIs without a heavy enterprise sales motion.
Fraud detection software runs in real time against transactions, account creation, login, and other risk surfaces, scoring each event against device signal, behavioral biometrics, network reputation, and historical patterns. The category emerged 2009-2014 around payment fraud and e-commerce chargebacks (Kount, Signifyd, Riskified, Forter), expanded 2014-2020 into broader trust and safety (Sift, Castle, Arkose Labs), and consolidated 2020-2026 around AI-driven behavioral analytics, fraud + AML convergence (Sardine, ComplyAdvantage), and payments-bundled fraud (Stripe Radar). We synthesized 31,000+ reviews across G2, Capterra, Trustpilot, Reddit (r/fraud, r/fintech, r/ecommerce), and risk-ops communities.
This is a companion to our Top 10 Identity Verification ranking. Fraud detection and identity verification are distinct categories that often run side by side. Identity verification proves a user is who they claim to be at onboarding (document checks, biometric match, database lookup, see vendors like Persona, Onfido, Jumio, Socure). Fraud detection scores transactions and behavior in real time after onboarding (chargeback risk, ATO, payment fraud, promo abuse). Most modern fintech and marketplace stacks run both. Several vendors blur the line: Sardine ships both, Sift partners with identity vendors, and Stripe ships Radar plus Identity. Treat them as separate budget lines unless you have hard reasons to bundle.
Quick comparison
| Product | Best for | Starts at | 10-emp/mo* | Pricing | G2 | Geo |
|---|---|---|---|---|---|---|
| 1 Sift | Fintech, marketplaces, digital-first commerce | Quote | - | 4.5 | Global; strongest in US, EU, UK | |
| 2 Stripe Radar | Stripe-anchored digital commerce, SaaS, fintech | $0 | $0 | 4.5 | Global wherever Stripe operates | |
| 3 Sardine | Fintech, crypto, neobanks | Quote | - | 4.6 | Global; strongest in US, EU, UK, LATAM crypto | |
| 4 ComplyAdvantage | Fintech, payments, regulated buyers | Quote | - | 4.5 | Global; strongest in UK, EU, US, SG | |
| 5 Riskified | E-commerce mid-market and enterprise | Quote | - | 4.4 | Global; strongest in US, EU, UK, IL | |
| 6 Forter | Enterprise e-commerce | Quote | - | 4.4 | Global; strongest in US, EU, UK | |
| 7 Signifyd | Mid-market e-commerce retailers | Quote | - | 4.5 | Global; strongest in US, EU, UK | |
| 8 Kount | Banks, processors, mid-market merchants on Equifax | Quote | - | 4.1 | Global; strongest in US, UK, EU | |
| 9 Arkose Labs | Consumer platforms, gaming, large-scale digital services | Quote | - | 4.6 | Global; strongest in US, EU, UK, AU | |
| 10 Castle | Product engineering teams at SaaS, fintech, consumer companies | $0 | $0 | 4.5 | Global; strongest in US, EU |
*10-employee monthly cost = base fee + (per-employee × 10) using the lowest published tier. For opaque-pricing vendors, no value is shown.
What will it actually cost you?
Enter your team size below. We compute the true monthly cost for each product’s lowest published tier. Opaque-pricing vendors are excluded, get a quote.
Estimated monthly cost (cheapest first)
Weight what matters to you
Drag the sliders. The list re-ranks in real time based on your priorities. Default weights match our methodology.
Your personalized ranking
Default weightsHow hard is it to switch?
Switching cost is the lock-in tax. Read row → column: “If I'm on X today, how painful is moving to Y?” Estimates based on data export quality, year-end form continuity, and reported migration time.
| From ↓ / To → | Sift | Stripe Radar | Sardine | ComplyAdvantage | Riskified | Forter | Signifyd | Kount | Arkose Labs | Castle |
|---|---|---|---|---|---|---|---|---|---|---|
| Sift | - | OK 4 | OK 4 | OK 4 | Medium 6 | OK 4 | OK 4 | Medium 6 | Medium 6 | Hard 7 |
| Stripe Radar | OK 4 | - | Medium 6 | Medium 6 | OK 4 | Medium 6 | Medium 6 | OK 4 | OK 4 | Medium 5 |
| Sardine | OK 4 | Medium 6 | - | Medium 6 | OK 4 | Medium 6 | Medium 6 | OK 4 | OK 4 | Medium 5 |
| ComplyAdvantage | OK 4 | Medium 6 | Medium 6 | - | OK 4 | Medium 6 | Medium 6 | OK 4 | OK 4 | Medium 5 |
| Riskified | Medium 6 | OK 4 | OK 4 | OK 4 | - | OK 4 | OK 4 | Medium 6 | Medium 6 | Hard 7 |
| Forter | OK 4 | Medium 6 | Medium 6 | Medium 6 | OK 4 | - | Medium 6 | OK 4 | OK 4 | Medium 5 |
| Signifyd | OK 4 | Medium 6 | Medium 6 | Medium 6 | OK 4 | Medium 6 | - | OK 4 | OK 4 | Medium 5 |
| Kount | Medium 6 | OK 4 | OK 4 | OK 4 | Medium 6 | OK 4 | OK 4 | - | Medium 6 | Hard 7 |
| Arkose Labs | Medium 6 | OK 4 | OK 4 | OK 4 | Medium 6 | OK 4 | OK 4 | Medium 6 | - | Hard 7 |
| Castle | Hard 7 | Medium 5 | Medium 5 | Medium 5 | Hard 7 | Medium 5 | Medium 5 | Hard 7 | Hard 7 | - |
All 10, ranked and reviewed
Each product gets the same scrutiny: who it’s actually best for, where it falls short, what it really costs, and how it scores across six dimensions.
Sift
Modern Digital Trust + Safety leader across payments, account, and content surfaces.
Sift is the modern fraud detection category leader, founded 2011. Last raised $50M+ in 2021 with backing including Insight Partners, with prior 2016 Series D ($30M) and 2019 round at over $1B. The product is positioned as a Digital Trust + Safety platform covering payment fraud, account fraud, content abuse, promo abuse, and dispute automation. Strengths: broad surface coverage in one platform (payments + account + content + promo), strongest cross-merchant network signal in modern fraud, mature AI-driven scoring (Sift uses a unified machine-learning model fed by network-wide signal), workflows builder for risk-ops customization, and clear developer experience. Best fit for fintech, marketplaces, and digital-first commerce wanting one fraud platform across multiple risk surfaces. Trade-offs: pricing is meaningful and scales with event volume (mid-market deals commonly land $100K-$400K/year), Support quality varies by tier, and AML coverage is shallower than Sardine or ComplyAdvantage so AML-heavy fintechs often run a second vendor.
Fintech, marketplaces, and digital-first commerce (200-10,000+ employees) wanting one fraud platform across payments, account, content, and promo abuse surfaces with cross-merchant network signal.
AML-primary fintech (Sardine or ComplyAdvantage better), Stripe-bundled buyers wanting one vendor (Stripe Radar simpler), or pure bot-management need (Arkose Labs better).
Strengths
- Broadest surface coverage in modern fraud (payments + account + content + promo)
- Strongest cross-merchant network signal among modern fraud platforms
- Mature unified AI scoring model
- Workflows builder for risk-ops customization
- Clear developer experience and SDK quality
- Strong fit for fintech and marketplaces
Weaknesses
- Pricing scales fast with event volume
- Support quality varies by tier
- AML coverage shallower than Sardine / ComplyAdvantage
- Enterprise contracts push 2-3 year commits
- Implementation 2-4 months for full surface coverage
Pricing tiers
opaque- Sift Payment Protection~$60K-$200K/year typicalQuote
- Sift Account Defense$80K-$250K/yearQuote
- Sift Digital Trust + Safety (full platform)$200K-$800K+/year for full surface coverageQuote
- · Event-volume overage fees
- · Implementation services ($25K-$150K)
- · Annual price increases of 6-10%
- · Workflows / decisioning add-ons at higher tiers
Key features
- +Unified AI scoring across all surfaces
- +Workflows builder (no-code decisioning)
- +Cross-merchant network signal
- +Payment fraud scoring
- +Account takeover detection
- +Content abuse and promo abuse
- +Dispute automation
- +150+ integrations
Stripe Radar
Fraud module of Stripe, bundled with payments for digital-first commerce.
Stripe Radar is the fraud module of Stripe, the payments platform last valued $91.5B in February 2024. Radar runs natively against the Stripe ledger and uses signal from the Stripe network (hundreds of billions of dollars in processed volume) to score payment risk. Strengths: native to Stripe payments (no separate integration if you already process with Stripe), strong network signal from Stripe-wide transaction data, public pricing (Radar for Fraud Teams at 5 cents per screened transaction on top of payment fees), clean developer experience consistent with Stripe SDKs, and minimal incremental engineering once Stripe is integrated. Best fit for digital-first commerce, SaaS, and fintech that already runs on Stripe. Trade-offs: only covers Stripe-processed payments (does not score off-Stripe events like login, signup, or non-payment risk), customization depth below Sift, and rules-engine UX is more constrained than dedicated risk-ops platforms.
Digital-first commerce, SaaS, and fintech (10-5,000+ employees) already processing on Stripe, who want payment fraud scoring as part of the same vendor relationship.
Buyers on Adyen / Braintree / multi-processor stacks (Sift or Forter better), buyers needing account fraud or non-payment risk surfaces (Sift better), or buyers needing AML (Sardine / ComplyAdvantage).
Strengths
- Native to Stripe payments
- Strong network signal from Stripe-wide volume
- Public per-transaction pricing
- Clean developer experience consistent with Stripe
- Minimal incremental engineering if already on Stripe
- Tied to Stripe roadmap and reliability
Weaknesses
- Only covers Stripe-processed payments
- Does not score off-Stripe events (login, signup, content)
- Customization depth below Sift
- Rules-engine UX more constrained than dedicated platforms
- Tied to Stripe vendor relationship
Pricing tiers
public- Radar (included)Included with Stripe payments at no extra charge for basic risk scoring$0 /mo
- Radar for Fraud Teams$0.05 per screened transaction on top of payment fees, adds rules engine and review queue$0 /mo
- · Stripe payment processing fees apply separately
- · Chargeback fees on contested transactions
- · No volume discounts published below enterprise
Key features
- +Native to Stripe payments
- +Network signal from Stripe-wide volume
- +Rules engine (Fraud Teams tier)
- +Review queue for risk-ops
- +Dynamic 3DS triggering
- +Radar Risk Insights dashboard
- +Stripe SDK consistency
Sardine
Modern unified fraud + AML platform with device intelligence and behavioral biometrics.
Sardine is the modern unified fraud + AML platform, founded 2020 by ex-Coinbase, ex-Revolut, and ex-PayPal operators. The company raised $70M Series C in 2024 with cumulative funding north of $250M including Andreessen Horowitz, Visa, and Activant. The product combines device intelligence, behavioral biometrics, transaction monitoring, sanctions screening, and case management in one platform. Strengths: fraud + AML unified (rare in the category), modern behavioral biometrics and device intelligence, strong fit for fintech and crypto, fast time-to-value relative to legacy AML stacks, and aggressive product velocity. Best fit for fintech, crypto, and neobanks wanting fraud + AML in one vendor. Trade-offs: smaller installed base than Sift, e-commerce coverage shallower than Forter / Signifyd / Riskified, and pricing is opaque (typical $80K-$300K/year mid-market deals).
Fintech, crypto, and neobanks (50-2,000+ employees) wanting fraud + AML unified with modern device intelligence and behavioral biometrics.
Pure e-commerce fraud (Forter / Signifyd / Riskified better), Stripe-bundled commerce (Stripe Radar simpler), or pure AML without fraud (ComplyAdvantage cheaper).
Strengths
- Fraud + AML unified in one platform
- Modern device intelligence and behavioral biometrics
- Strong fit for fintech and crypto
- Fast time-to-value relative to legacy AML
- Aggressive product velocity
- Founder-operator DNA (ex-Coinbase, Revolut, PayPal)
Weaknesses
- Smaller installed base than Sift
- E-commerce coverage shallower than Forter / Signifyd
- Pricing opaque
- Support depends on tier
- Younger vendor (2020-founded) for risk-averse enterprises
Pricing tiers
opaque- Sardine Fraud~$60K-$180K/year typicalQuote
- Sardine AML$80K-$240K/yearQuote
- Sardine Unified (Fraud + AML)$180K-$600K+/year for full platformQuote
- · Event-volume overage
- · Implementation services
- · Sanctions screening per-query add-ons
- · Case management seats at scale
Key features
- +Device intelligence
- +Behavioral biometrics
- +Transaction monitoring
- +Sanctions and PEP screening
- +Case management
- +Crypto-specific risk signals
- +Fraud + AML unified data model
- +80+ integrations
ComplyAdvantage
AML and sanctions screening specialist for fintech and regulated buyers.
ComplyAdvantage is the AML and sanctions screening specialist, founded 2014 in London. The company raised a $70M Series C extension in 2022 putting cumulative funding past $462M, with investors including Goldman Sachs, Ontario Teachers, and Index Ventures. The product covers sanctions screening, PEP screening, adverse media monitoring, transaction monitoring, and customer due diligence. Strengths: AML-specialist depth (sanctions, PEP, adverse media curated by ComplyAdvantage in-house), strong fit for fintech and regulated buyers, GDPR-native (UK origin), and clear AML compliance positioning. Best fit for fintech, payments firms, and regulated buyers where AML is the primary need. Trade-offs: pure-play AML (does not cover payment fraud scoring or e-commerce chargeback), Support depends on tier, and integration with broader fraud stacks requires a second vendor.
Fintech, payments firms, neobanks, and regulated buyers (50-5,000+ employees) where AML, sanctions, and PEP screening are the primary needs.
Pure payment fraud (Sift / Stripe Radar / Forter better), e-commerce chargeback (Riskified / Signifyd / Forter better), or buyers wanting fraud + AML in one vendor (Sardine better).
Strengths
- AML-specialist depth (sanctions, PEP, adverse media)
- Curated screening lists in-house
- Strong fit for fintech and regulated buyers
- GDPR-native (UK origin)
- Clear AML compliance positioning
- Mature transaction monitoring
Weaknesses
- Pure-play AML, does not cover payment fraud
- Does not cover e-commerce chargeback
- Integration with broader fraud stack needs second vendor
- Support depends on tier
- Implementation 2-4 months for full deployment
Pricing tiers
opaque- ComplyAdvantage Screening~$40K-$120K/year typical for sanctions + PEPQuote
- ComplyAdvantage Monitoring$80K-$240K/year for ongoing screening + adverse mediaQuote
- ComplyAdvantage Mesh (full AML)$200K-$600K+/year for full transaction monitoring + screeningQuote
- · Per-query screening fees at scale
- · Adverse media curation add-ons
- · Implementation services
- · Annual price increases
Key features
- +Sanctions screening (OFAC, EU, UN, UK HMT, others)
- +PEP screening
- +Adverse media monitoring
- +Transaction monitoring
- +Customer due diligence
- +In-house curated screening lists
- +100+ integrations
Riskified
E-commerce chargeback guarantee leader; public-market struggles signal category shift.
Riskified is the e-commerce chargeback guarantee leader, founded 2012 in Tel Aviv. The company IPOed on NYSE in July 2021 at a peak market cap above $7B. As of 2026 the stock has declined roughly 80% from that 2021 IPO peak, and the public-market read on guarantee-based e-commerce fraud economics is increasingly skeptical, weigh vendor stability before signing multi-year commits. The product covers e-commerce payment fraud with a chargeback guarantee model (Riskified absorbs the chargeback if it approves a transaction that turns out fraudulent). Strengths: deep e-commerce specialization, chargeback guarantee shifts risk off the merchant, mature Shopify Plus / Magento / Salesforce Commerce integration, and strong Tier 1 retailer installed base. Best fit for mid-market and enterprise e-commerce retailers wanting chargeback guarantee. Trade-offs: stock decline raises vendor-stability questions, narrower than Sift outside e-commerce, pricing scales with approved transaction volume, and guarantee model economics have come under pressure since 2022.
Mid-market and enterprise e-commerce retailers (500-50,000+ employees) on Shopify Plus / Magento / Salesforce Commerce wanting chargeback guarantee.
Fintech / marketplaces / non-e-commerce (Sift better), Stripe-anchored commerce (Stripe Radar simpler), AML need (ComplyAdvantage / Sardine), or buyers concerned about vendor stability for multi-year commits.
Strengths
- Deep e-commerce specialization
- Chargeback guarantee model shifts risk off merchant
- Mature Shopify Plus / Magento / Salesforce Commerce integration
- Strong Tier 1 retailer installed base
- Public-company financial transparency
Weaknesses
- Stock down roughly 80% from 2021 IPO peak, vendor-stability question for multi-year commits
- Narrower than Sift outside e-commerce
- Pricing scales with approved transaction volume
- Guarantee model economics under pressure since 2022
- No native AML or off-payment fraud scoring
Pricing tiers
opaque- Riskified Chargeback Guarantee~0.5%-2% of approved transaction volume, deal-specificQuote
- Riskified Account SecureAccount fraud scoring, ~$60K-$200K/year typicalQuote
- Riskified Policy ProtectPolicy abuse, returns abuse, $80K-$250K/yearQuote
- · Chargeback guarantee scales with approved volume
- · Implementation services
- · Annual price renegotiation tied to volume
- · Additional product modules priced separately
Key features
- +Chargeback guarantee model
- +E-commerce payment fraud scoring
- +Account takeover detection
- +Policy abuse and returns abuse
- +Shopify Plus / Magento / Salesforce Commerce integration
- +Tier 1 retailer network signal
- +90+ integrations
Forter
Enterprise e-commerce fraud with cross-merchant network signal.
Forter is the enterprise e-commerce fraud platform, founded 2013. The company raised a Series F in 2022 at a $3B valuation, with 2024 secondary-market disclosures indicating the valuation has softened though Forter remains a credible enterprise pick. The product covers e-commerce payment fraud, policy abuse, account takeover, and chargeback guarantee, anchored on a cross-merchant identity graph. Strengths: cross-merchant network signal across the Forter merchant base, mature enterprise installed base, strong fit for Tier 1 retailers, payment-method-agnostic (works across Adyen, Braintree, Stripe, Worldpay), and identity-graph approach to fraud decisioning. Best fit for enterprise e-commerce retailers wanting a fraud platform agnostic of payment processor. Trade-offs: pricing meaningful and scales with transaction volume, $3B valuation softened in 2024 secondaries (factor stability for multi-year commits but less acute than Riskified), e-commerce-focused (narrower than Sift outside payment fraud), and Support depends on tier.
Enterprise e-commerce retailers (1,000-50,000+ employees) wanting fraud platform agnostic of payment processor with cross-merchant identity graph signal.
Fintech / marketplaces / non-e-commerce (Sift better), Stripe-anchored commerce (Stripe Radar simpler), AML need (ComplyAdvantage / Sardine), or mid-market wanting lower TCO.
Strengths
- Cross-merchant identity graph across Forter merchant base
- Mature enterprise installed base
- Strong fit for Tier 1 retailers
- Payment-method-agnostic (Adyen, Braintree, Stripe, Worldpay)
- Identity-graph approach to fraud decisioning
- Strong founder-operator culture
Weaknesses
- Pricing scales with transaction volume
- $3B 2022 valuation softened in 2024 secondaries
- E-commerce-focused, narrower than Sift
- Support depends on tier
- Implementation 2-4 months for full deployment
Pricing tiers
opaque- Forter Payment Protection~0.4%-1.5% of approved transaction volumeQuote
- Forter Account ProtectionAccount fraud, ~$80K-$240K/yearQuote
- Forter Policy ProtectionPolicy and returns abuse, $80K-$240K/yearQuote
- · Volume-based pricing renegotiation
- · Implementation services
- · Module add-ons priced separately
- · Annual price increases
Key features
- +Cross-merchant identity graph
- +Payment fraud scoring
- +Account takeover detection
- +Policy abuse and returns abuse
- +Payment-processor-agnostic
- +Chargeback guarantee available
- +100+ integrations
Signifyd
E-commerce fraud with chargeback guarantee for mid-market retailers.
Signifyd is the e-commerce fraud platform with a chargeback guarantee model, founded 2011. The company raised a $205M Series E in 2021 at a $1.34B valuation. The product covers e-commerce payment fraud, account takeover, and chargeback guarantee, with strong Shopify and Magento ecosystem positioning. Strengths: mid-market retailer fit, chargeback guarantee model, strong Shopify Plus / Magento / BigCommerce / Adobe Commerce integrations, and clean implementation experience. Best fit for mid-market e-commerce retailers (200-5,000 employees) wanting chargeback guarantee at lower TCO than Riskified / Forter. Trade-offs: narrower than Sift outside e-commerce, smaller installed base than Forter / Riskified at the very top of enterprise, Support consistency reported as variable, and guarantee economics share some of the same category pressure as Riskified.
Mid-market e-commerce retailers (200-5,000 employees) on Shopify Plus / Magento / Adobe Commerce / BigCommerce wanting chargeback guarantee at lower TCO than Riskified / Forter.
Fintech / marketplaces / non-e-commerce (Sift better), Tier 1 enterprise (Forter / Riskified deeper), Stripe-anchored (Stripe Radar simpler), or AML need (ComplyAdvantage / Sardine).
Strengths
- Mid-market retailer fit
- Chargeback guarantee model
- Strong Shopify Plus / Magento / Adobe Commerce integration
- Clean implementation experience
- Founder-led culture
Weaknesses
- Narrower than Sift outside e-commerce
- Smaller installed base than Forter at very top of enterprise
- Support consistency reported as variable
- Guarantee economics share Riskified category pressure
- Pricing scales with approved volume
Pricing tiers
opaque- Signifyd Commerce Protection~0.4%-1.5% of approved transaction volumeQuote
- Signifyd Account ProtectionAccount fraud, ~$50K-$180K/yearQuote
- Signifyd Chargeback RecoveryChargeback dispute automation, included in higher tiersQuote
- · Volume-based pricing renegotiation
- · Implementation services
- · Module add-ons priced separately
Key features
- +Commerce Protection (chargeback guarantee)
- +Account fraud
- +Chargeback recovery
- +Shopify Plus / Magento / Adobe Commerce integration
- +Returns abuse
- +Commerce network signal
- +80+ integrations
Kount
Legacy fraud platform inside Equifax; broad footprint, slowing innovation.
Kount is the legacy fraud detection platform, founded 2007 in Boise. Equifax acquired Kount in February 2021 for $640M, and the product now sits inside the Equifax data and identity portfolio. Kount covers payment fraud, account takeover, dispute management, and identity trust, with deep historical penetration in banks, processors, and mid-market merchants. Strengths: very broad bank and merchant footprint, mature rules engine, deep historical transaction data inside Equifax, and integration with the Equifax identity stack. Best fit for buyers prioritizing integration depth with Equifax identity, or for incumbents already on Kount where the rip-and-replace cost outweighs modern alternative gains. Trade-offs: innovation pace has slowed noticeably since the Equifax acquisition (consistent customer complaint), modern AI feature set lags Sift / Sardine, Support has been reported as inconsistent post-acquisition, and the platform has the feel of a legacy product more than a category leader.
Banks, processors, and mid-market merchants (500-10,000+ employees) already on Kount where integration depth with Equifax identity matters more than modern AI feature velocity.
Modern fintech / marketplaces wanting AI-native fraud (Sift / Sardine), Stripe-anchored commerce (Stripe Radar), AML primary need (ComplyAdvantage / Sardine), or buyers evaluating greenfield where modern alternatives lead.
Strengths
- Very broad bank and merchant footprint
- Mature rules engine
- Deep historical transaction data inside Equifax
- Integration with Equifax identity stack
- Strong dispute management workflows
Weaknesses
- Innovation pace slowed post-Equifax acquisition (2021)
- Modern AI feature set lags Sift / Sardine
- Support reported as inconsistent post-acquisition
- Legacy product feel
- Customers report contract terms tightened under Equifax
Pricing tiers
opaque- Kount Command~$80K-$240K/year typical for enterprise rules engine + fraud scoringQuote
- Kount 360$180K-$480K/year for unified identity trust + fraudQuote
- Kount Enterprise (Equifax-bundled)Bundled with Equifax data; $300K-$1M+/yearQuote
- · Bundling with Equifax data services pushes up cost
- · Implementation services
- · Annual price increases of 5-8%
- · Module add-ons
Key features
- +Rules engine
- +Payment fraud scoring
- +Account takeover detection
- +Dispute management
- +Equifax identity integration
- +Bank and processor coverage
- +100+ integrations
Arkose Labs
Bot management plus account fraud differentiator.
Arkose Labs is the bot management and account fraud platform, founded 2016. The company raised a Series E in 2024 with a roughly $200M round, cumulative funding above $300M, with backing including SoftBank Vision Fund and PayPal Ventures. The product is anchored on bot detection and challenge-based deterrence (Arkose MatchKey, formerly FunCaptcha), with a fraud platform layered on top covering credential stuffing, account takeover, scraping, and new-account fraud. Strengths: best-in-class bot detection (used by Microsoft, Roblox, and large gaming / consumer platforms), challenge-based deterrence model that monetizes the attacker cost, strong fit for buyers facing scaled bot-driven attacks, and clean developer integration. Best fit for consumer platforms, gaming, and large-scale digital services facing bot-driven attacks at scale. Trade-offs: bot-management heritage means payment fraud scoring is narrower than Sift / Forter, challenge-based UX adds friction (controversial with conversion-sensitive merchants), and pricing is opaque and scales with challenged event volume.
Consumer platforms, gaming, and large-scale digital services (500-50,000+ employees) facing scaled bot-driven attacks (credential stuffing, ATO, scraping, new-account fraud) on top of payment fraud.
Pure payment fraud (Sift / Stripe Radar / Forter better), AML need (ComplyAdvantage / Sardine), Stripe-anchored commerce (Stripe Radar simpler), or buyers where checkout-friction is unacceptable.
Strengths
- Best-in-class bot detection
- Challenge-based deterrence model (Arkose MatchKey)
- Strong fit for consumer / gaming / large-scale digital services
- Microsoft, Roblox, gaming-scale references
- Clean developer integration
- Monetizes attacker cost rather than just blocking
Weaknesses
- Payment fraud scoring narrower than Sift / Forter
- Challenge-based UX adds friction
- Pricing scales with challenged event volume
- Controversial with conversion-sensitive merchants
- Smaller installed base in fintech / payments
Pricing tiers
opaque- Arkose Bot Manager~$80K-$240K/year typical for bot detection + challengeQuote
- Arkose Account Fraud Protection$120K-$360K/year for ATO + new-account fraudQuote
- Arkose Enterprise$240K-$1M+/year for enterprise volume + full platformQuote
- · Event-volume overage
- · Challenge customization services
- · Implementation services
- · Annual price increases
Key features
- +Arkose MatchKey (challenge-based deterrence)
- +Bot detection
- +Credential stuffing prevention
- +Account takeover detection
- +New-account fraud detection
- +Scraping prevention
- +60+ integrations
Castle
Developer-friendly security + fraud APIs for product engineering teams.
Castle is the developer-friendly security and fraud platform, founded 2014. The product covers device fingerprinting, behavioral biometrics, account takeover detection, registration fraud, and risk-based authentication via clean APIs and SDKs. Strengths: clean developer experience (API-first, well-documented SDKs), affordable pricing relative to Sift / Sardine for early-stage and mid-market, dual security + fraud positioning (works for product security teams as well as risk-ops), and fast time-to-value for engineering-led adoption. Best fit for product engineering teams at SaaS, fintech, and consumer companies (25-1,000 employees) who want fraud detection without a heavy enterprise sales motion. Trade-offs: smaller installed base than Sift / Sardine, e-commerce coverage shallower than Forter / Signifyd / Riskified, no chargeback guarantee model, and AML coverage absent.
Product engineering teams at SaaS, fintech, and consumer companies (25-1,000 employees) who want developer-friendly fraud detection without a heavy enterprise sales motion.
Enterprise e-commerce wanting chargeback guarantee (Forter / Signifyd / Riskified better), AML-primary fintech (ComplyAdvantage / Sardine better), or buyers who want one-vendor coverage across all surfaces (Sift better).
Strengths
- Clean developer experience (API-first)
- Affordable pricing relative to Sift / Sardine
- Dual security + fraud positioning
- Fast time-to-value for engineering-led adoption
- Founder-led culture
- Well-documented SDKs
Weaknesses
- Smaller installed base than Sift / Sardine
- E-commerce coverage shallower than Forter / Signifyd
- No chargeback guarantee model
- AML coverage absent
- Enterprise sales motion thinner than larger vendors
Pricing tiers
partial- Castle FreeUp to 10,000 events/month, basic device fingerprinting + risk scoring$0 /mo
- Castle ProHigher event volume, full API access, ~$5K-$30K/year typical$399 /mo
- Castle Enterprise$30K-$120K/year for enterprise volume, custom workflows, dedicated supportQuote
- · Event-volume overage
- · Premium support add-on at lower tiers
- · Custom integration services
Key features
- +Device fingerprinting
- +Behavioral biometrics
- +Account takeover detection
- +Registration fraud detection
- +Risk-based authentication
- +API-first developer experience
- +50+ integrations
7 steps to pick the right fraud detection software
- 1 1. Define your primary risk surface
Payment fraud only on Stripe? -> Stripe Radar. Payment fraud across multiple processors? -> Sift, Forter, Sardine. E-commerce with chargebacks? -> Riskified, Forter, Signifyd. Account takeover + bots? -> Arkose Labs, Sift, Castle. AML and sanctions screening? -> ComplyAdvantage, Sardine. Multiple surfaces in one vendor? -> Sift or Sardine.
- 2 2. Audit your payment stack and identity stack
On Stripe only? -> Radar natural fit, evaluate Sift if you outgrow it. On Adyen / Braintree / Worldpay? -> Sift, Forter, Sardine. On Equifax identity? -> Kount integrates natively. Running identity verification separately (Persona, Onfido, Socure)? -> any of the modern fraud platforms integrate cleanly. Do not pick a fraud vendor that fights your payments stack.
- 3 3. Match scale and budget
Early-stage (10-50 employees): Stripe Radar ($1K-$10K/year), Castle Free / Pro ($0-$5K/year). Mid-market (50-500): Castle, Signifyd, Sardine, Sift starter modules ($30K-$200K/year). Mid-market+ (500-2,000): Sift, Sardine, Forter, Signifyd, ComplyAdvantage at $120K-$400K/year. Enterprise (2,000+): Sift / Forter / Riskified / Kount / ComplyAdvantage / Arkose at $300K-$1M+/year with multiple modules.
- 4 4. Run a shadow-mode evaluation with real traffic
Shadow mode lets the vendor score events without taking action, so you can measure detection accuracy and false-positive rate against your existing stack. Run 60-90 days with real traffic before signing. Vendor demos use polished sample data and overstate fit. Test on your actual traffic patterns, fraud mix, and false-positive cost.
- 5 5. Negotiate guarantee and pricing terms carefully
For chargeback-guarantee vendors (Riskified, Forter, Signifyd): negotiate guarantee-rate floors, exclusion list transparency, and annual price-renegotiation caps. For event-volume vendors (Sift, Sardine, Castle, Arkose): negotiate overage caps and volume-band pricing clarity. For Stripe Radar: pricing is public so less to negotiate, but enterprise volume discounts are available above certain thresholds.
- 6 6. Plan AI feature evaluation separately
AI-driven behavioral analytics is the 2025-2026 differentiator. Sift unified scoring, Sardine behavioral biometrics, Castle device fingerprinting, Arkose generative-AI attack detection, and Stripe Radar generative-AI rule suggestions all ship in 2025-2026. Test with your real attack patterns; generic AI demos misrepresent fit. Do not lock into multi-year contracts without 12-month AI evaluation clauses.
- 7 7. Factor vendor stability into multi-year commits
Riskified is down roughly 80% from its 2021 IPO peak; Forter valuation softened in 2024 secondaries; Kount innovation has slowed post-Equifax (2021). For multi-year commits, push for annual termination rights, price-cap clauses, and contractual SLAs on detection accuracy. Modern AI-native platforms (Sift, Sardine, Castle, Stripe Radar) are growing; e-commerce guarantee specialists are under category pressure. Plan accordingly.
Frequently asked questions
The questions buyers actually ask before they sign a fraud detection software contract.
Sift vs Stripe Radar, which one for a modern fintech or marketplace?
How worried should I be about Riskified given the post-IPO stock decline?
What is the practical impact of Equifax owning Kount?
How much should I budget for fraud detection?
How long does fraud detection implementation take?
How does AI-driven behavioral analytics change fraud detection?
When does fraud detection overlap with identity verification?
Can I evaluate fraud detection via free trial?
Glossary
- Chargeback
- A reversal of a credit/debit card transaction initiated by the cardholder via their issuing bank, often due to fraud or dispute. Chargebacks cost merchants the transaction value plus fees plus operational overhead.
- Friendly fraud
- A chargeback filed by a legitimate cardholder who actually authorized the transaction, often to recover funds for goods received. A growing category of e-commerce loss that fraud platforms increasingly target.
- Account takeover (ATO)
- A fraud type where an attacker gains unauthorized access to a legitimate user account, often via credential stuffing, phishing, or session hijacking. Distinct from new-account fraud.
- Synthetic identity fraud
- A fraud type where attackers combine real and fabricated personal information to create new identities that pass identity verification. A growing fintech and lending loss vector.
- Behavioral biometrics
- Continuous authentication signal based on how a user interacts (typing cadence, mouse movement, touch pressure, navigation). Used to distinguish humans from bots and legitimate users from imposters at session level.
- Device fingerprinting
- A technique that builds a unique signature for a device from browser, OS, network, and hardware signals. Used to detect repeat fraudsters, multi-account abuse, and bot traffic.
- Chargeback guarantee
- A commercial model where the fraud vendor absorbs the chargeback cost on transactions it approved that turn out fraudulent. Common in e-commerce vendors (Riskified, Forter, Signifyd). Economics have come under pressure since 2022.
- 3D Secure (3DS)
- A card-network authentication protocol (Visa Secure, Mastercard Identity Check) that adds a step at checkout to shift chargeback liability to the issuing bank. Modern Radar / Sift / Forter trigger 3DS dynamically based on risk score.
- AML (Anti-Money Laundering)
- Regulatory regime requiring financial institutions to detect and report suspicious transactions, screen against sanctions and PEP lists, and conduct customer due diligence. Distinct from fraud detection but increasingly converged in modern platforms (Sardine, ComplyAdvantage).
- Sanctions and PEP screening
- Process of checking customers against government sanctions lists (OFAC, EU, UN, UK HMT) and lists of Politically Exposed Persons (PEPs). Core AML compliance function, served by ComplyAdvantage, Sardine, and others.
Final word
See the full intelligence profile for any product on this page, including verified pricing, vendor trust scores, and review patterns. Browse the Fraud Detection Software category page →
Last updated 2026-05-10. Pricing data is reverified quarterly. Found something inaccurate? Tell us.