Finance · Enterprise AI Automation

Your books.
Connected.
Finally.

AI-powered automation for financial services. We build the integration layer between core banking, payments, ledger, AML/KYC, and trading systems — under audited, regulator-ready controls. The layer your finance stack was never designed to have.

Accepting Q3 2026 engagements 18–26 week delivery United States · Global
Integrates with
Visa Mastercard American Express PayPal Venmo Stripe Wise Revolut Chase Wells Fargo Goldman Sachs HSBC Barclays Deutsche Bank SWIFT Coinbase Binance Robinhood Visa Mastercard American Express PayPal Venmo Stripe Wise Revolut Chase Wells Fargo Goldman Sachs HSBC Barclays Deutsche Bank SWIFT Coinbase Binance Robinhood
SAP QuickBooks Xero Klarna ServiceNow Jira GitHub GitLab Confluence Notion Asana Airtable HubSpot Intercom Zendesk Zoho Linear SAP QuickBooks Xero Klarna ServiceNow Jira GitHub GitLab Confluence Notion Asana Airtable HubSpot Intercom Zendesk Zoho Linear
AWS Azure Google Cloud Cloudflare Microsoft Entra Okta CyberArk CrowdStrike Microsoft Sentinel Microsoft Defender Splunk Elastic Infisical Anthropic Microsoft Teams Slack PagerDuty AWS Azure Google Cloud Cloudflare Microsoft Entra Okta CyberArk CrowdStrike Microsoft Sentinel Microsoft Defender Splunk Elastic Infisical Anthropic Microsoft Teams Slack PagerDuty
The Problem · The Cost of the Gap

Every desk
is working
in the gap.

Core banking systems are 30+ years old. Payments live in another stack. Ledger, treasury, AML, KYC, trading, regulatory reporting — each its own silo with its own batch window and its own audit trail. Reconciliation eats a third of every finance team's day. False positives drown compliance teams. The integration layer is the part of finance no one funded properly.

Finance team time on manual reconciliation
30%

Of every workday spent reconciling across systems. PwC, cited in industry research.1

AML alerts that are false positives
95%

Industry average. Compliance teams burn cycles on noise.2

Global AML/KYC failure fines, 2024
$4.6B

A single institution (TD Bank) accounted for $3B of that total.3

The unknown variable
X

Every institution has one. The handoff no one has automated. Quandry solves for it.

The Solution · What we do

Map.
Connect.
Automate.

Three things, done precisely. Core banking, payments, ledger, AML/KYC, treasury, trading: we build the intelligence layer that makes them operate as one — on ISO 20022 / SWIFT / FIX / NACHA / Plaid where the rails exist, on safe, audited bridges where they don't. Regulator-ready from day one.

01 · SYSTEM INTEGRATION

We connect the core to the cloud.

The integration layer between core banking, payments, ledger, AML/KYC, treasury, and trading. ISO 20022, SWIFT, FIX, NACHA, Plaid — and a clean, audited bridge for everything legacy. No vendor lock. No shelfware.

  • Core banking ↔ ledger bridge Core
  • Payments routing & orchestration Core
  • AML/KYC data unification Core
  • Custom connector build Scope
02 · AUTOMATION DESIGN

We eliminate the spreadsheets.

Reconciliation automation, payment exception handling, regulatory reporting, KYC document processing. Every spreadsheet-and-screenshot workflow your team still touches, replaced with audited automation auditors love.

  • Reconciliation automation Core
  • Payment exception routing Core
  • Regulatory reporting workflows Core
  • Audit trail & lineage Scope
03 · AI WORKFLOW BUILD

We cut the false-positive noise.

AI-powered AML alert prioritization, transaction anomaly detection, document intelligence, credit-risk copilots. Slash the 95% false-positive burn so compliance teams investigate signal, not noise.

  • AML alert prioritization Core
  • Transaction anomaly detection Core
  • Document intelligence (KYC, contracts) Core
  • Model eval + guardrails Scope
How we work

Discovery. Audit.
Build. Deploy.

A deliberate four-phase engagement. 18–26 weeks end-to-end — regulatory review, change-control, and audit-trail discipline earn the extra runway. Every phase ships a written, signed artifact before we move forward, so you always know what you're paying for.

01 · DISCOVERY

Map the stack.

Stakeholder interviews across treasury, ops, compliance, IT, and front-office. Architecture review of core banking, payments, ledger, AML, trading. Current-state diagram of every batch window and manual reconciliation.

3–4 weeks · Architecture doc + control map
02 · AUDIT

Find the X.

The gap analysis. Where reconciliation breaks. Where payments stall. Where AML noise drowns the signal. Where regulators ask the question you can't answer in under 24 hours. The unknown variable, named and priced.

3 weeks · Gap report + audit-trail spec
03 · BUILD

Close the gap.

Integration layer built (ISO 20022, SWIFT, FIX, NACHA), workflows written for reconciliation, exceptions, and regulatory reporting. AI alert prioritization trained on your real signal-to-noise. Staged rollout with risk leads embedded.

8–12 weeks · Staging deploy + audit pack
04 · DEPLOY

Ship it. Monitor.

Production cutover, ops & compliance training, 30-day hand-on-the-wheel period, then a signed runbook and a support retainer, or full handoff. Your call.

4–6 weeks · Go-live + runbook
Every phase is a signed deliverable. No scope creep. No surprise invoices.
DISCOVERY AUDIT BUILD DEPLOY
Who we are

The integration layer for intelligent systems. We solve for X.

Quandry Labs · AI & automation consulting for financial services. We connect core banking, payments, ledger, AML/KYC, and trading into a single audited system that finally works as one.
United States · Serving global banks, asset managers, and fintech
Who we serve

Built for the teams clearing the real work.

We take on a limited number of enterprise engagements per quarter. These are the teams we're built for.

Mid-market banks & credit unions

Institutions stuck between a 30-year-old core and the modern customer. We build the bridge — without ripping out what works.

Asset managers & capital markets

Buy-side firms reconciling across custody, OMS, EMS, and risk. Funds and family offices who need clean data flows and audited automation, not another vendor screen.

Fintech & payment companies

Companies building modern financial products who need to integrate with the legacy ecosystem — without rebuilding compliance every release.

Next steps

Ready to solve
for X?

Book a 30-minute discovery call. We'll map your stack, identify the gaps, and show you exactly what Quandry closes, before you sign anything.