Sift

What it does

Sift is an AI-native digital trust and safety platform - using ML to prevent payment fraud, account takeover attacks, content abuse, and spam for e-commerce, fintech, and marketplace companies. AI capabilities include ML real-time fraud scoring evaluating transactions, logins, and account actions in milliseconds, global network effects improving detection from learning across thousands of Sift customers, AI account takeover detection identifying compromised credentials, automated fraud review queues prioritizing highest-risk actions, dispute analytics surfacing fraud loss patterns, and ML content moderation detecting spam and fake reviews.

Strengths

• Mid-market e-commerce and fintechs use Sift for AI fraud prevention - ML scoring reducing chargebacks and account takeover protection securing customer accounts.
• Large digital businesses use Sift for enterprise trust and safety - ML processing millions of transactions daily with global network intelligence improving detection.
• Sift is an AI-native digital trust and safety platform - using ML to prevent payment fraud, account takeover attacks, content abuse, and spam for e-commerce, fintech, and marketplace companies.

Watch-outs

• Competes with Forter and Signifyd for e-commerce fraud: Forter and Signifyd offer competing AI fraud platforms — compare chargeback guarantees and approval rate impact.
• Network intelligence requires volume: ML accuracy improves with transaction volume — new customers see less accurate scoring during ramp-up.
• Threshold tuning required: Models require calibration to balance fraud prevention against customer friction.

Pricing

Sift pricing based on API events. Mid-market contracts from approximately $20,000 annually. Enterprise pricing negotiated. Annual contracts.