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Fintech operations

AI for the full fintech operations lifecycle.

Kynvoryx AI connects your existing rails and applies AI at each step — reading onboarding documents, screening customers, scoring transaction alerts, building investigation cases, matching settlement lines, and assembling compliance evidence on one governed record. Your team reviews, overrides, and signs off; the platform keeps the rationale, confidence, and audit trail.

Impact

One command center for operations and risk.

The dashboard unifies feeds from onboarding, processors, core banking, and compliance tools into a single customer record. AI extracts and scores incoming work, highlights what breaches policy or confidence thresholds, and queues human review with context — not another inbox of raw events.

Kynvoryx AI operations dashboard — unified alerts, forecast, and AI-prioritized actions

Proven business impact & ROI

18,400+2.1k vs prior quarter

Structured fields captured

OCR and schema mapping across onboarding packs, KYC uploads, and branch scans — ready for review without re-keying.

4,280+312 active now

Customers on one record

Intake, screening, alerts, cases, and reconciliation on a single governed thread per customer workspace.

14 hrs-5 hrs avg per cycle

Time reduced

Investigation and reconciliation hours saved once evidence, scoring, and disposition live on one operations layer.

9,800per settlement week

Policy checks executed

AML, sanctions, limits, and reconciliation gates run before funds move — counted across governed payment flows.

Aggregated across Kynvoryx AI customer workspaces · rolling twelve-month operational sample · not a live dashboard reading

Modules

Six modules on one system of record.

Each module applies models and rules to the same customer thread — extract and classify at intake, screen and decide in review, score and escalate in monitoring, investigate in cases, match and explain in reconciliation, and attest in compliance.

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Intake — Kynvoryx AI Turn Incoming Documents Into Ready Applications
01 — Intake

Turn Incoming Documents Into Ready Applications

Customer and business documents are collected, read, and organized as soon as they enter the system. AI extracts the required details, checks document quality, identifies missing information, and prepares a complete application for the next review stage.

Customer Review — Kynvoryx AI Verify Customers and Make Faster Risk Decisions
02 — Customer Review

Verify Customers and Make Faster Risk Decisions

Submitted details are checked against supporting documents to confirm that the customer or business information is correct. AI spots mismatches, evaluates the main risk factors, and helps the reviewer decide whether to approve, request more information, or reject the application.

Transaction Monitoring — Kynvoryx AI Spot Suspicious Transactions as They Happen
03 — Transaction Monitoring

Spot Suspicious Transactions as They Happen

Financial activity is continuously checked for unusual changes such as large transfers, new devices, unusual locations, or unexpected transaction patterns. AI scores the risk, detects suspicious behaviour, and prioritizes the transactions that require human attention.

Case Resolution — Kynvoryx AI Understand the Issue and Decide What to Do Next
04 — Case Resolution

Understand the Issue and Decide What to Do Next

Once an alert or financial issue needs attention, all related customer details, transactions, evidence, and previous activity are brought together for review. AI creates the event timeline, explains what may have happened, connects related activity, and suggests the next action for the analyst.

Reconciliation — Kynvoryx AI Match the Money and Resolve Financial Differences
05 — Reconciliation

Match the Money and Resolve Financial Differences

Internal transaction records are compared with processor, settlement, and bank information to confirm that the amounts match correctly. AI suggests likely matches, finds missing or duplicate entries, explains common differences, and surfaces only the exceptions that still need review.

Compliance — Kynvoryx AI Check That Every Required Rule Was Followed
06 — Compliance

Check That Every Required Rule Was Followed

Policies, approvals, controls, and supporting evidence are checked across the completed workflow. AI identifies missing proof, overdue actions, and policy exceptions, while organizing the information needed for compliance reviews and audits.

Traditional SaaS vs Kynvoryx AI

Don’t settle for the AI your software chose.

Most platforms ship one model and you work inside its limits. Kynvoryx AI puts an orchestration layer between the document and the model, so every step of a customer file runs on the intelligence that suits it.

Kynvoryx AI · Routed intake

Tap a step to see why that model runs it

  • Layout-aware OCR keeps KYC tables, ID MRZ zones and signature blocks intact — the structure a general model flattens into prose.

One governed customer file

8 routed steps · configurable per workflow · human review on exceptions

Note: Model and product names are trademarks of their respective owners, used here to describe what runs where. Routing is configurable per workflow — no endorsement or partnership is implied.

Compliance

Evidence for the programmes you run in-product.

Kynvoryx AI does not replace your compliance officer or counsel. The Compliance module maps obligations to controls and pulls evidence from intake, monitoring, cases, and reconciliation — only for programme areas the platform already operationalizes.

  • AML / CFT

    Anti-money laundering and counter-financing of terrorism

    Transaction Monitoring applies your models and policy to live payment and account activity; Case Resolution holds investigation evidence and dispositions; the Compliance module links both to programme controls and retention your AML/CFT policy requires.

  • KYC / CDD

    Know-your-customer and customer due diligence

    Intake structures identity and onboarding documents; Customer Review records verification, beneficial ownership, screening outcomes, and analyst decisions with reason codes — the evidence set CDD exams expect on one customer record.

Note: Orientation only — listing a programme area describes workflow support in Kynvoryx AI, not certification, legal advice, or a guarantee your institution meets any rule or standard.

Add-ons

Branch capture that feeds Intake.

Optional USB capture hardware enrolled like any other Intake source — same extraction, validation, and audit trail as files from your portal or inbox. We only list devices that map cleanly to modules you already run.

  • ID & barcode capture device

    ID & barcode capture device

    USB document or barcode reader enrolled to Intake: MRZ, national ID, and application barcodes parse into the same structured fields and confidence scores as scanned uploads — no separate manual entry path.

    Feeds Intake

Note: Hardware, installation, and integration are not included in the standard subscription. Additional charges apply based on the hardware selected, integration modules required, and implementation scope.

Connectivity

Your whole stack, connected.

Mambu, Stripe, Onfido, Snowflake — and the rest of what your operations team already runs on. 23 integrations across the 6 core modules of a customer file, every one of them reading the tool’s own public API.

Note: Tool names and marks belong to their respective owners. No endorsement or partnership implied.

Pricing

One workspace. One number.

No per-seat arithmetic, no module gates, no charge for the analyst who only opens the reconciliation screen. The whole platform, one flat monthly figure, set from the Nestack admin.

Starting at
$200/mo

One flat monthly figure for the whole platform. Talk to us about seats, connector setup and onboarding for your operations team.

Note: AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.
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  • Every module on the platform, with no tiers
  • Onboarding intake and KYC document extraction
  • Customer review with sanctions, PEP and watchlist screening
  • Transaction monitoring across fraud, AML and account takeover
  • Case resolution workspace with timeline and network graph
  • Reconciliation across processor and bank feeds, plus compliance evidence

Note: AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.

Onboarding

What your onboarding fee covers

A one-time setup that gets your operations team fully live on Kynvoryx AI before the first billing cycle — we import your live customer book and open cases, connect the payment processors, core banking feeds, KYC portals and email your alerts already flow through, and configure the intake, review, monitoring, case, reconciliation and compliance modules to your rules and house format. Each fee below is a starting point: the final onboarding is scoped once we understand your environment, security needs, integrations, data volume, compliance requirements and deployment model.

Essential

$1,000+one-time
  • Kickoff call and onboarding plan scoped to your product, geographies and regulator
  • Workspace provisioning with analyst, reviewer and supervisor seats, roles and permissions
  • Import of your live customer book and open onboarding applications
  • Transaction monitoring board configured to your channels, alert types and severity thresholds
  • One payment processor and one bank statement feed connected for reconciliation
  • Intake, case narrative and SAR templates set to your house format
  • Live-readiness check before your first billing cycle
  • Onboarding handbook and self-serve help for the operations team

Plus

Recommended
$2,500+one-time

Everything in Essential, plus:

  • Guided migration of historical customers, alerts and cases, with validation
  • Two additional integrations — CRM, core banking, KYC provider or fund admin — connected and field-mapped
  • AML/CFT rule tuning and calibration against your historical alert base
  • Custom risk drivers, confidence scoring and reviewer routing per product line
  • Live training session for analysts and supervisors, with a recording
  • Dedicated onboarding specialist for the rollout

Enterprise

$5,000+one-time

Everything in Plus, plus:

  • Tailored implementation across multiple entities, product lines or geographies
  • Bespoke integrations and SSO across your core banking, KYC and case-management stack
  • Bulk migration of transaction history and reconciliation breaks, with cleansing and reconciliation
  • Role-based training tracks for intake, monitoring, case and compliance teams
  • Regulator and board reporting workflows aligned to your compliance calendar
  • Named onboarding manager with a defined go-live date
Where it runs

Two ways to deploy — same platform, same subscription

Run Kynvoryx AI wherever your customer records, transaction feeds and audit evidence are allowed to live. The subscription is identical either way.

Cloud (SaaS)

Runs in Nestack’s managed cloud — nothing to provision. The fastest way to get your operations team live and updating.

Private / self-hosted

The same platform deployed inside your own infrastructure — your cloud, VPC or on-prem — for regulated fintechs with data-residency or RBI-style mandates. Customer, transaction and case data never leave your environment, and the subscription stays the same.

Sister platform — Nestack Agent Care

Your Fintech AI agents, run like production systems.

Telemetry, evaluations, guardrails, human review, and a crew on call when one of them starts drifting at 3am.

  • 30Failure modes catalogued
  • 12Rated SEV-1
  • 1,950+Baseline eval cases
  • 24/7Agent monitoring
Pinned to the fintech operations playbook — not a generic agent checklist.
FAQs

Frequently asked questions

Clear answers on where the data comes from, how much of it you have to take on trust, and what the platform does between an alert firing and an audit closing.

Connect with our team
What does Kynvoryx AI actually do?

It is the operating record for a regulated fintech. Onboarding documents are parsed and verified, customer risk is reviewed against sanctions and PEP screening, live transactions are monitored for behavioural anomalies, cases are investigated with evidence and timeline in one workspace, settlement is reconciled across processor and bank feeds, and compliance obligations are mapped to controls and evidence for audit.

Where do the transaction and customer feeds come from?

From your existing sources — core banking, payment processors (Razorpay, Stripe, Adyen, PayU), gateway APIs, bank statement feeds, KYC portals, document uploads and email. The intake and reconciliation layers normalise them, score field-level confidence on every extract, and queue the exceptions that still need a person.

Do I have to take the AI's decision on trust?

No. Every extracted field carries a confidence score, every alert names its behavioural signals, and every case assessment shows the conflicting evidence beside the AI rationale. The Human Decision and Override Reason columns sit next to the AI Recommendation on every review record — the model recommends; the analyst decides.

Is this only for large banks?

No. Pricing is one flat monthly figure for the whole platform, so a five-person neobank and a two-hundred-person NBFC get the same modules rather than a cut-down tier. Deployment can be Nestack's managed cloud or your own VPC / on-prem.

Does it replace our existing systems?

No. Kynvoryx AI sits on top of the work you already do. It reads files, scores risk, reconciles settlement and routes work — your core banking, processors, CRM and case tools stay in place.

How does it handle regulator and audit reporting?

Quarterly regulator returns, board risk packs, weekly operations reviews and monthly KPI digests generate on their own cadence from live connected sources, delivered and logged. Every number ties back to the record it came from — the intake file, the alert, the case, the settlement — so an auditor can trace any figure end-to-end.

What happens to alerts that don't turn into cases?

They stay in the record. Suppressed and closed alerts keep their behavioural signals, the analyst's reason and the linked customer context, so when the same account or the same pattern surfaces months later the reviewer is not starting from a blank page.

Can we see it against our own transaction book first?

Yes. Book a demo and we will run Kynvoryx AI against a slice of your real customer applications, transaction feed and reconciliation breaks before the first call, so you are looking at your data rather than a sandbox.

Book a demo

See it against your own transaction book.

The scheduler and module picker sit above — pick a time, tell us who you are, and which screens you want. We’ll run Kynvoryx AI on a slice of your real book before the call.

Go to booking

Prefer email? info@nestack.com