Challenges in fintech software
- Customer onboarding with identity verification that does not scare users away
- Moving money reliably across payment rails, with reconciliation that always balances
- Fraud, chargebacks and account takeover attempts
- Regulators, banking partners and auditors who expect strong controls and evidence
- Legacy core systems that are hard to integrate with
Software we build for fintech
Payment platforms
Card, ACH and wallet payments, payouts, subscriptions and reconciliation.
Lending software
Applications, underwriting rules, servicing, repayments and collections.
Digital wallets & accounts
Balances, transfers, cards and statements through banking-as-a-service partners.
KYC / KYB onboarding
Identity verification, document checks and sanctions screening flows.
Wealth & investment tools
Portfolio views, goals, reporting and advisor dashboards.
Finance operations
Ledgers, reconciliation, reporting and back-office automation.
Compliance and security
| Requirement | What it means for your software |
|---|---|
| PCI DSS | Card data never touches your servers where possible (tokenisation); strict controls where it must |
| KYC / AML (Bank Secrecy Act) | Identity verification, screening and audit trails through your compliance partners |
| SOC 2 | Access control, change management, logging and monitoring evidence |
| GLBA & state privacy laws | Protection of customers’ financial information and privacy notices |
We are engineers, not lawyers. We build the technical controls these rules require and work with your compliance and legal advisers.
Systems we integrate with
Engineering for money
- Double-entry ledgers — every movement recorded as balanced entries, never as editable balances.
- Idempotency — retries can never charge or pay twice.
- Reconciliation — automated daily matching against processor and bank reports.
- Audit trails — immutable logs of who did what and when.
Designing onboarding that converts and complies
Know-your-customer checks are mandatory for most financial products, but every extra step in onboarding loses applicants. The best fintech products treat compliance and conversion as one design problem. We collect only the information needed at each stage, verify identity with document and selfie checks that work smoothly on phones, pre-fill data where possible and explain clearly why each piece of information is required.
Risk-based flows help too: low-risk users pass through quickly, while those flagged by screening or fraud signals are routed to additional checks or manual review rather than rejected outright. Every decision is logged with the data behind it, so compliance teams can explain outcomes to auditors and partner banks. The result is a faster, friendlier onboarding that still meets your obligations.
Operating a fintech product day to day
- Reconciliation dashboards — daily matching of internal ledgers to processor and bank reports, with exceptions highlighted.
- Customer support tooling — safe views of accounts and transactions, with sensitive data masked and actions audited.
- Dispute and chargeback workflows — evidence collection and deadlines tracked automatically.
- Regulatory reporting support — exports and records your compliance team needs.
A reference architecture for fintech products
Financial products succeed or fail on correctness. The architecture should make it hard to lose a cent, easy to explain every balance and straightforward to produce evidence for partners and auditors.
| Component | Responsibility | Design notes |
|---|---|---|
| Customer apps | Onboarding, account views, transfers | Show pending vs settled states clearly; never compute balances on the client |
| Identity & risk | KYC/KYB, device signals, fraud scoring | Vendor checks wrapped behind your own decision service so providers can change |
| Ledger | Double-entry record of every movement of value | Append-only entries; corrections are new entries, never edits |
| Payments orchestration | Talks to processors, banks and rails | Idempotency keys, retries and state machines for every payment |
| Reconciliation | Matches internal records with bank and processor files | Daily automated matching with an exceptions queue for people |
| Back office | Support, disputes, compliance reviews | Every manual action logged with who, when and why |
Banking-as-a-service or your own bank partnership?
Most fintech start-ups cannot hold deposits or issue cards themselves; they work with a licensed bank. There are two common routes, and the choice affects cost, control and speed.
| BaaS platform (middleware + partner bank) | Direct sponsor bank relationship | |
|---|---|---|
| Time to launch | Faster — APIs and compliance programme largely in place | Slower — integration and due diligence directly with the bank |
| Control | Limited to what the platform supports | More control over features and economics |
| Cost structure | Platform fees on top of bank economics | Higher fixed effort, potentially better unit economics at scale |
| Risk | Dependency on the middleware provider | More compliance work held directly by you |
| Best for | MVPs and early-stage products | Scaled programmes with dedicated compliance teams |
Either way, we keep your own ledger as the source of truth for product logic and reconcile it against the partner’s records, so a future migration between providers is possible without rebuilding the product.
A typical fintech build
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Discovery & compliance mapping2–3 weeks
Product flows, money movement diagrams, partner requirements and the controls your compliance lead needs evidence for.
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Ledger and payments core4–8 weeks
Double-entry ledger, payment state machines and processor integration in sandbox.
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Onboarding & risk3–6 weeks
KYC/KYB flows, screening, fraud rules and manual review tools.
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Customer apps & back office6–10 weeks
Web and mobile apps, support tooling, statements and notifications.
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Partner certification & launch2–6 weeks
Partner testing, security review, limited beta and staged rollout.
Timelines are typical ranges; partner certification is often the least predictable step, so we start those conversations early.
Fraud controls that do not punish good customers
Fraud prevention is a balance between losses and friction. Layered controls work better than a single strict rule: risk-based step-up verification for unusual logins, velocity limits on new accounts, holds on first transfers from new funding sources, device and behavioural signals, and clear manual-review queues for borderline cases. Every rule should be measurable — how many good customers it blocks as well as how much fraud it stops — and adjustable without a code release.
Mistakes we help fintech teams avoid
- Storing balances as a single mutable number instead of deriving them from ledger entries
- Calling payment APIs without idempotency keys, creating duplicate charges or payouts on retry
- Using floating-point numbers for money instead of integer minor units or decimal types
- Treating reconciliation as a month-end spreadsheet task rather than a daily automated process
- Building compliance evidence after launch instead of logging it from day one — see application security
Data, reporting and audit readiness
Partner banks, investors and auditors will ask for the same things repeatedly: customer counts by status, transaction volumes, exceptions, complaints and evidence that controls work. Building a reporting layer on the ledger and event history from the start turns these requests into saved queries instead of week-long projects.
- Immutable event history for every account and payment state change
- Daily reconciliation reports with exceptions and their resolution
- Access reviews and change-management records exported for SOC 2 evidence
- Complaint and dispute tracking with response timelines
- Data retention rules applied automatically per record type
Scaling from MVP to regulated programme
An early fintech product can launch with a narrow feature set through a partner, but the foundations should anticipate growth: multi-currency or multi-product ledgers, configurable limits per customer segment, and the ability to add new payment rails without rewriting the core. Planning these extension points costs little at the start and avoids a disruptive rebuild once volumes and partner expectations increase.
Related: payroll software, accounting software and banking software.
Typical fintech project budgets
| Project | Typical timeline | Typical budget (USD) |
|---|---|---|
| Payments or lending MVP via a BaaS partner | 3–5 months | $80k – $180k |
| Ledger and reconciliation service | 2–4 months | $50k – $130k |
| Full digital wallet or neobank-style app | 6–12 months | $200k – $500k+ |
Typical ranges to help you plan. Your written estimate follows a free discovery call.
Partner fees, KYC checks and compliance consulting are separate costs and should be budgeted alongside development.
A 90-day plan for a first fintech release
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Days 1–15: scope and partners
Confirm the product, the regulated partners you will rely on (sponsor bank, payment processor, KYC provider) and what each one requires of your software.
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Days 16–45: core ledger and onboarding
Build the double-entry ledger, account model, identity verification flow and the admin tools your operations team needs from day one.
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Days 46–75: money movement and controls
Integrate payments, add limits, velocity checks and reconciliation jobs, and run partner certification tests.
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Days 76–90: pilot
Launch to a small group with heightened monitoring, daily reconciliation reviews and a clear rollback plan.
Ninety days is a rule of thumb for a focused first release built on established partners; timelines extend when partner onboarding, certification or compliance reviews take longer, which is common.
Fintech terms worth agreeing early
| Term | What it means in practice |
|---|---|
| Ledger | The system of record for balances; every movement is an immutable entry |
| Reconciliation | Matching your ledger against bank and processor reports daily |
| KYC / KYB | Verifying individual customers or businesses before they transact |
| Chargeback | A card payment reversed by the issuer, with evidence deadlines |
| Program manager | The company running a card or account programme with a sponsor bank |
Questions your sponsor bank will ask
- How are customer funds segregated and reconciled each day?
- Who can change limits, fees or account status, and is every change logged?
- How are complaints, disputes and suspicious activity escalated?
- What happens to customer data and balances if the programme ends?
We design the admin tools and audit trails that let you answer these confidently during partner reviews.
Services for this industry
Fintech projects draw on custom software development, cybersecurity engineering and mobile app development.
Explore more in Industry Software Development for the Sectors We Serve.