United States verdict (TL;DR)
Verified 2026-05-18The US fraud detection market is the deepest globally and runs on two parallel buyer tracks. Track one is fintech and digital-first commerce: Sift is the modern broad-surface platform leader for US fintech and marketplaces wanting payments fraud, account fraud, content abuse, and promo abuse in one vendor. Stripe Radar is the default for US businesses already on Stripe who want payment fraud scoring without a separate vendor relationship. Sardine is the modern fraud-plus-AML platform for US fintech and crypto who need both in one vendor. Track two is e-commerce chargeback protection: Riskified, Forter, and Signifyd all compete for US mid-market and enterprise retailers wanting chargeback guarantees. Kount (Equifax-owned since 2021, $640M acquisition) holds a large US merchant footprint but product innovation has visibly slowed post-acquisition. Arkose Labs leads the bot-management-plus-fraud niche for US companies facing scaled credential stuffing and ATO attacks. Castle is the lightweight developer-friendly security-plus-fraud choice for US product engineering teams. ComplyAdvantage is the AML and sanctions specialist, critical for any US fintech needing BSA/FinCEN transaction monitoring. The 2026 regulatory variable: CCPA/CPRA constrains use of biometric behavioral data; FCRA governs consumer-data-sourced fraud signals; FinCEN's Suspicious Activity Report (SAR) filing requirements apply to US banks and money services businesses and effectively mandate automated transaction monitoring for suspicious activity.
Picks for United States
- US fintech and marketplaces wanting broad-surface fraud coverage: sift Modern category leader for US fintech. Broadest surface coverage: payments, account, content, promo abuse in one platform. Strongest cross-merchant US network signal. Default for mid-market US fintech and marketplace.
- US businesses on Stripe wanting bundled payment fraud: stripe-radar Native to Stripe payments. Fraud scoring from Stripe-wide US transaction network. $0.05/screened transaction (public pricing). Zero separate integration if already on Stripe. Right for US Stripe-native SaaS and commerce.
- US fintech and crypto needing fraud + AML unified: sardine Modern unified fraud plus AML platform. Device intelligence and behavioral biometrics. Founded by ex-Coinbase, Revolut, PayPal operators. Best for US crypto and neobanks needing fraud and AML in one vendor.
- US fintech and banks needing BSA/FinCEN transaction monitoring and AML: complyadvantage AML specialist with sanctions screening, PEP lists, adverse media, and transaction monitoring. Critical for US fintech needing FinCEN SAR filing workflows and OFAC sanctions compliance.
- US enterprise e-commerce wanting chargeback guarantee with cross-merchant signal: forter Enterprise e-commerce chargeback guarantee. Strong cross-merchant US retail network signal. Valuation softened in 2024 but operational depth remains strong. Best for US enterprise retail above $100M GMV.
- US mid-market e-commerce wanting chargeback protection: signifyd E-commerce fraud with chargeback guarantee model. Strong US mid-market retail and direct-to-consumer fit. Forter alternative at lower price threshold and shorter sales cycle.
- US companies facing bot-driven credential stuffing and ATO at scale: arkose-labs Bot management plus account fraud. Enforcement-based challenge system resistant to modern bot farms. Best for US platforms facing high-volume credential stuffing, ATO, and fake account creation.
How the fraud detection software market looks in United States
The US fraud detection market is the largest in the world and splits along product category lines that reflect the breadth of the US digital economy. Payment fraud, account fraud, e-commerce chargebacks, AML transaction monitoring, and bot management are all distinct buyer problems with distinct vendor solutions; only Sift and Sardine aspire to cover multiple surfaces in one platform.
Sift's position as the modern US category leader rests on its network: millions of US consumer interactions across hundreds of merchant and fintech deployments feed its shared machine-learning model. The 2025 shift to event-volume-tiered pricing at enterprise has made Sift more expensive for high-volume US fintech, but the detection quality advantage at scale remains real.
The Stripe Radar bundling story is the biggest structural force in US payment fraud. Stripe processes hundreds of billions of dollars in US transaction volume annually, and its network-level fraud signal is legitimate: Radar's machine-learning model sees fraud patterns across the entire Stripe network before individual merchants do. For the large majority of US SaaS and digital commerce that already processes on Stripe, Radar is the correct first answer on payment fraud, and a separate best-of-breed vendor is only justified when account fraud, content abuse, or multi-processor complexity enters the picture.
The e-commerce chargeback guarantee segment (Riskified, Forter, Signifyd) is experiencing margin pressure as chargeback rates stabilize post-COVID and guarantee pricing has compressed. Riskified's public market valuation (down roughly 80% from 2021 IPO peak as of mid-2026) reflects skepticism about the long-term economics of chargeback insurance as a business model. Forter and Signifyd remain private with less public pressure, but the category is maturing and the differentiation between the three is narrowing.
ComplyAdvantage is the critical AML layer for US fintech. FinCEN's Bank Secrecy Act (BSA) requirements for US banks and money services businesses mandate Suspicious Activity Report (SAR) filing, OFAC sanctions screening, and transaction monitoring programs. For US fintech that holds money transmitter licenses or operates under bank sponsor programs, ComplyAdvantage is one of the few SaaS platforms that credibly covers FinCEN transaction monitoring, OFAC screening, and SAR workflow in one product.
BSA/FinCEN: US banks and money services businesses (including most licensed fintech and neobanks) must implement transaction monitoring programs capable of generating SAR filings; automated transaction monitoring (Sardine, ComplyAdvantage, Sift) satisfies this when properly configured. OFAC sanctions screening: all US persons and entities must screen transactions against OFAC Specially Designated Nationals (SDN) list; ComplyAdvantage and Sardine ship OFAC screening; confirm this is included before signing. CCPA/CPRA: behavioral biometric data (typing cadence, mouse movements used in behavioral biometric fraud detection) may be sensitive personal information under CCPA; confirm your fraud vendor's California disclosure and deletion workflows. FCRA: fraud vendors who source consumer report data (credit bureau data, address history) must comply with FCRA adverse action requirements; most pure fraud platforms (Sift, Stripe Radar, Arkose Labs) do not use FCRA-governed data; ComplyAdvantage and Sardine occasionally use data sources that may be FCRA-adjacent, confirm with vendor. PCI DSS: payment fraud platforms that handle cardholder data must be PCI DSS compliant; Stripe Radar, Sift, Forter, Signifyd, Riskified, and Kount are all PCI DSS Level 1 certified.
Quick comparison, ranked for United States
| 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 buyers in United States actually pay
Median annual deal size by employee band, in USD. Crowdsourced from anonymized buyer disclosures.
| Product | Employee band | Median annual (USD) | Sample | Notes |
|---|---|---|---|---|
| Sift | US fintech or marketplace (200-1,000 employees) | $120,000 | 124 | Event-volume pricing; Digital Trust + Safety platform; USD |
| Stripe Radar | US Stripe-anchored commerce (10-500 employees) | $24,000 | 178 | $0.05/screened transaction; public pricing; scales with volume |
| Sardine | US fintech or crypto (50-500 employees) | $120,000 | 47 | Fraud + AML unified; event-volume pricing |
| ComplyAdvantage | US licensed fintech (50-1,000 employees) | $96,000 | 62 | AML + sanctions + SAR workflow; annual subscription |
| Forter | US enterprise retail (1,000+ employees; $100M+ GMV) | $360,000 | 38 | Chargeback guarantee model; GMV-based pricing |
| Signifyd | US mid-market e-commerce ($10M-$100M GMV) | $96,000 | 54 | Chargeback guarantee; GMV-based pricing |
| Kount | US enterprise merchant (500-5,000 employees) | $144,000 | 41 | Event-volume; Equifax-bundled options available |
| Arkose Labs | US platform with bot/ATO exposure (200-5,000 employees) | $180,000 | 29 | Challenge-based pricing; scales with attack volume |
United States-built or United States-strong vendors worth knowing
Not yet ranked in our global top 10, but credible options for United States buyers and worth a shortlist.
Sift
Visit ↗San Francisco-built. Modern broad-surface US fraud platform. Backed by Insight Partners. 15,000+ US business customers. Digital Trust + Safety covering payments, account, content, and promo abuse. The honest #1 for US fintech and marketplace fraud.
Kount
Visit ↗Boise-built (now Equifax-owned, acquired 2021 for $640M). Large US bank and merchant footprint. Omnichannel fraud and identity trust platform. Product velocity has slowed post-Equifax acquisition. Pick on integration depth and existing relationship, not roadmap.
Arkose Labs
Visit ↗San Francisco-built. Bot management plus account fraud enforcement. Enforcement-based challenge mechanism resistant to bot farms. Used by Microsoft, LinkedIn, GitHub for credential stuffing and ATO defense.
Castle
Visit ↗San Francisco-built. Lightweight developer-friendly security and fraud API. Device fingerprinting, account activity monitoring, risk scoring. Best for US product engineering teams wanting fraud signals without heavy enterprise sales motion.
All 10, ranked for United States
Same intelligence as the global ranking, vendor trust, review patterns, verified pricing, compliance, reordered for the United States market.
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
Frequently asked questions
The questions buyers actually ask before they sign.
Which fraud detection platform best covers FinCEN SAR filing requirements for US fintech?
Should we use Sift or Stripe Radar for US payment fraud?
Is Riskified or Forter better for US e-commerce fraud protection?
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?
Final word
Looking at a different market? See the global Fraud Detection Software ranking, or pick another country at the top of this page.
Last updated 2026-05-18. Local pricing reverified quarterly. Found something inaccurate? Tell us.