Enrich

Banking and Fintech

Data with Advanced AI

Approvals, fraud, and growth—decisions that feel like instinct, backed by math.
Financial outcomes hinge on precise, timely calls.
NiftyBot targets card offers, catches fraud early, and fixes onboarding friction using your signals and public patterns. You grow LTV while cutting loss.
Complexity: Simple
Banking Partner & FDIC Posture
A partner manager wants a fast, factual snapshot of Chime’s underlying bank partners and FDIC posture for a diligence checklist.
REQUEST

{ "source": { "domain": "chime.com" }, "requests": [ { "field_name": "banking_partners" }, { "field_name": "fdic_statement" }, { "field_name": "debit_card_network" }, { "field_name": "best_source_url", "field_type": "url" } ]
}

RESPONSE

{
  "enrichments": [
    {
      "field_name": "banking_partners",
      "value": ["The Bancorp Bank, N.A.", "Stride Bank, N.A."],
      "confidence": 0.98,
      "method": "lookup",
      "reasoning": "Listed in Chime’s policy pages."
    },
    {
      "field_name": "fdic_statement",
      "value": "Chime is a fintech. Banking services provided by The Bancorp Bank, N.A. or Stride Bank, N.A., Members FDIC.",
      "confidence": 0.97,
      "method": "lookup",
      "reasoning": "Standard FDIC disclosure on Chime.com."
    },
    {
      "field_name": "debit_card_network",
      "value": "Visa Debit",
      "confidence": 0.93,
      "method": "lookup",
      "reasoning": "Card terms reference the Chime Visa® Debit Card."
    },
    {
      "field_name": "best_source_url",
      "value": "https://www.chime.com/policies/bancorp/chime-card-split-direct-deposit-funds-transfer-terms/",
      "confidence": 0.95,
      "method": "lookup",
      "reasoning": "Canonical policy page listing partner banks."
    }
  ]
}

Complexity: Medium
Card Offer Targeting
Spray-and-pray direct mail is over. This call predicts approval likelihood and first-year value for a Sapphire Preferred candidate, then recommends whether to mail and what bonus to offer. Marketing and risk finally shake hands.
REQUEST

{ "source": { "issuer": "Chase", "product": "Sapphire Preferred", "credit_score_band": "720-739", "annual_income_usd": 115000, "existing_cards": ["Amazon Visa"], "travel_spend_est_usd": 9000 }, "requests": [ { "field_name": "approval_likelihood", "field_type": "numeric" }, { "field_name": "projected_first_year_value_usd", "field_type": "numeric" }, { "field_name": "offer_recommendation" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "approval_likelihood", "value": 0.78, "confidence": 0.82, "method": "estimation", "reasoning": "Score, income, and travel spend align with typical approval profiles; existing card mix neutral." }, { "field_name": "projected_first_year_value_usd", "value": 412, "confidence": 0.75, "method": "calculation", "reasoning": "Interchange plus interest minus bonus cost and expected rewards liability." }, { "field_name": "offer_recommendation", "value": "Mail with 60k points after $4k spend; emphasize travel transfer partners.", "confidence": 0.78, "method": "reasoning", "reasoning": "Offer balances acquisition pull with sustainable first-year value." } ] }
Complexity: Advanced
Charter & FDIC Verification
An enterprise partner needs regulator-grade confirmation of FDIC insurance, charter class, and supervisory details, backed by multiple official sources.
REQUEST

{ "source": { "institution_name": "SoFi Bank, National Association" }, "requests": [ { "field_name": "fdic_insured" }, { "field_name": "fdic_cert_number" }, { "field_name": "charter_class" }, { "field_name": "primary_regulator" }, { "field_name": "best_source_url", "field_type": "url" } ]
}

RESPONSE

{ "enrichments": [ { "field_name": "fdic_insured", "value": true, "confidence": 0.99, "method": "lookup", "reasoning": "FDIC BankFind lists SoFi Bank, N.A. as insured." }, { "field_name": "fdic_cert_number", "value": "26881", "confidence": 0.98, "method": "lookup", "reasoning": "Certificate number on FDIC BankFind." }, { "field_name": "charter_class", "value": "National Banks (Member FRS)", "confidence": 0.96, "method": "lookup", "reasoning": "Displayed in FDIC record." }, { "field_name": "primary_regulator", "value": "OCC (Office of the Comptroller of the Currency)", "confidence": 0.95, "method": "lookup", "reasoning": "OCC approval and institution lists corroborate." }, { "field_name": "best_source_url", "value": "https://banks.data.fdic.gov/bankfind-suite/bankfind/details/26881", "confidence": 0.99, "method": "lookup", "reasoning": "Authoritative FDIC record." } ]
}

Complexity: Medium
Onboarding Drop-off Fix
Acquisition is wasted if KYC stalls. This call identifies the friction step in Cash App onboarding and gives the copy tweak that unblocks it. Growth stops leaking at the form.
REQUEST

{ "source": { "app": "Cash App", "funnel_steps": ["Phone", "Email", "KYC ID upload", "Selfie", "Link bank"], "dropoff_rate_pct": { "Phone": 6, "Email": 8, "KYC ID upload": 19, "Selfie": 11, "Link bank": 12 } }, "requests": [ { "field_name": "primary_friction_step" }, { "field_name": "copy_fix" }, { "field_name": "expected_completion_lift_pct", "field_type": "numeric" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "primary_friction_step", "value": "KYC ID upload", "confidence": 0.9, "method": "assessment", "reasoning": "Highest observed drop among steps indicates clarity or trust issue." }, { "field_name": "copy_fix", "value": "Secure in under 2 minutes — government ID only; we don’t store your photo on the device.", "confidence": 0.77, "method": "reasoning", "reasoning": "Time-boxing + privacy reassurance typically reduces friction for verification screens." }, { "field_name": "expected_completion_lift_pct", "value": 3.8, "confidence": 0.72, "method": "estimation", "reasoning": "Based on observed improvements from clarity/privacy messaging at similar steps." } ] }
Complexity: High
Payment Fraud Triage
Fewer false declines, fewer chargebacks. This call scores a PayPal transaction’s fraud probability and recommends the action. Trust and conversion both improve.
REQUEST

{ "source": { "processor": "PayPal", "txn_amount_usd": 289.99, "merchant_category": "Consumer electronics", "device_fingerprint_risk": "medium", "ip_geo_mismatch": "Yes", "account_age_days": 22 }, "requests": [ { "field_name": "fraud_probability", "field_type": "numeric" }, { "field_name": "triage_action", "field_type": "categorical", "instructions": "Return one of: Approve, Step-up, Decline" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "fraud_probability", "value": 0.41, "confidence": 0.84, "method": "estimation", "reasoning": "Recent account with geo mismatch buying electronics is moderate risk." }, { "field_name": "triage_action", "value": "Step-up", "confidence": 0.85, "method": "reasoning", "reasoning": "Challenge with 3DS or OTP preserves conversion if legitimate while deterring fraud." } ] }
Complexity: Medium
Payments Vendor Compliance Snapshot
A fintech procurement lead needs a compliance read on Stripe—PCI level and SOC report availability.
REQUEST

{ "source": { "vendor": "Stripe" }, "requests": [ { "field_name": "pci_level" }, { "field_name": "soc_reports_available" }, { "field_name": "rfp_note" }, { "field_name": "best_source_url", "field_type": "url" } ]
}

RESPONSE

{ "enrichments": [ { "field_name": "pci_level", "value": "PCI DSS Level 1 Service Provider", "confidence": 0.95, "method": "lookup", "reasoning": "Declared in Stripe’s PCI/security docs." }, { "field_name": "soc_reports_available", "value": "SOC 1 Type II and SOC 2 Type II (available upon request)", "confidence": 0.94, "method": "lookup", "reasoning": "Stripe states annual SOC 1 & SOC 2 Type II reports." }, { "field_name": "rfp_note", "value": "Stripe provides annually updated SOC 1/2 reports and is PCI L1; request via account or sales.", "confidence": 0.9, "method": "reasoning", "reasoning": "Summarizes vendor posture for RFP decisioning." }, { "field_name": "best_source_url", "value": "https://docs.stripe.com/security", "confidence": 0.94, "method": "lookup", "reasoning": "Primary security posture page." } ]
}

Complexity: Medium
Supported Methods & Accelerated Checkouts
A DTC founder wants to confirm which payment methods Shopify Payments supports in the U.S., including accelerated checkouts.
REQUEST

{ "source": { "platform": "Shopify Payments", "country": "United States" }, "requests": [ { "field_name": "supported_card_networks" }, { "field_name": "accelerated_checkouts" }, { "field_name": "note_for_merchants" }, { "field_name": "best_source_url", "field_type": "url" } ]
}

RESPONSE

{
  "enrichments": [
    {
      "field_name": "supported_card_networks",
      "value": ["Visa", "Mastercard", "American Express", "Discover", "Diners Club"],
      "confidence": 0.93,
      "method": "lookup",
      "reasoning": "Listed on Shopify’s U.S. payments page."
    },
    {
      "field_name": "accelerated_checkouts",
      "value": ["Shop Pay", "Apple Pay", "Google Pay"],
      "confidence": 0.9,
      "method": "lookup",
      "reasoning": "Documented across Shopify help articles."
    },
    {
      "field_name": "note_for_merchants",
      "value": "Enable Shop Pay plus Apple Pay/Google Pay for higher mobile conversion.",
      "confidence": 0.82,
      "method": "reasoning",
      "reasoning": "Standard conversion uplift guidance for accelerated wallets."
    },
    {
      "field_name": "best_source_url",
      "value": "https://help.shopify.com/en/manual/payments/shopify-payments/supported-countries/united-states",
      "confidence": 0.92,
      "method": "lookup",
      "reasoning": "Canonical U.S. payments capability page."
    }
  ]
}