Financial AI, Software, SaaS & Automation Solutions
GrayCyan builds custom AI applications, financial software, SaaS platforms, intelligent automation, and connected digital products for companies operating across financial services.
Whether you need to launch a new product, extend an existing platform, add specialized engineering capacity, or modernize complex workflows, we bring AI and software engineering together in one development team.
As featured in
PROBLEMS WE SOLVE
What Financial Services Companies Come to Us to Fix
If any of these sound familiar, you’re in the right place.
Need to Build or Accelerate a Financial Product
You have a fintech platform, AI application, client portal, custom software product, or new feature to build, but need the engineering expertise and capacity to get it into production.
Product Development
Your Engineering Team Needs More Capacity
Your roadmap is moving faster than your internal team can support. We provide AI engineers, software developers, integration specialists, QA, and other technical resources to help accelerate development.
Engineering Capacity
Your teams spends too much time on admin work
Your teams are still processing documents, moving data between systems, handling referrals, updating records in EHR/EMRs, preparing reports, and completing repetitive administrative workflows manually.
Workflow Automation
Nishkam Batta
Founder & CEO, GrayCyan LLC
Engineer, $15Bn Company
AI Engineer (MIT Sloan) since 2018
ROOTED IN EXPERIENCE
We’ve Seen Where Technology Breaks in Complex Operations
Nish began his career as an engineer inside a $15Bn engineering company, where he saw firsthand how much operational work happens in the gaps between systems, people, and processes.
The same challenge exists across financial services. Companies may have core platforms, CRMs, accounting systems, payment infrastructure, document repositories, and data systems in place, yet employees still rely on spreadsheets, email, manual reviews, and disconnected tools to keep work moving.
GrayCyan brings AI engineering, software development, SaaS development, integrations, and automation together to close those gaps, whether that means launching a new digital product, modernizing an existing platform, connecting systems, or adding engineering capacity.
WE’RE A FINANCIAL SERVICES AI & SOFTWARE DEVELOPMENT COMPANY
Built for Complex Financial Environments
Financial technology has to work across sensitive data, specialized platforms, regulatory requirements, multiple user roles, and systems where reliability matters. Depending on the environment, that can include requirements around GLBA, PCI DSS, SOC 2, SOX, FINRA, SEC, FFIEC, BSA/AML, and state-level cybersecurity rules.
Banks & Credit Unions
Build digital products, internal applications, AI capabilities, client experiences, and connected workflows around existing banking infrastructure.
Core banking
crm
AI AGENTS
api
FinTech & Payments
Develop SaaS products, payment applications, AI-enabled features, APIs, portals, and infrastructure from MVP through production and scale.
SAAS
payments
api
cloud
Lending & Mortgage
Software and AI for borrower experiences, document-heavy workflows, loan operations, internal tools, data integration, and servicing processes.
LOS
portal
document ai
Insurance & InsurTech
Build policyholder experiences, broker and agent tools, SaaS products, document intelligence, claims-related workflows, and connected applications.
POLICY SYSTEMS
claims
ai agent
Wealth & Asset Management
Develop advisor platforms, client portals, knowledge systems, reporting applications, workflow tools, and integrations across financial data and business systems.
KNOWLEDGE AI
portals
crm
Accounting, Tax & Advisory
Software and automation for document processing, reporting, reconciliation, client workflows, financial data, internal knowledge, and service delivery.
REPORTING
automation
DOCUMENT AI
FINANCIAL PRODUCT DEVELOPMENT
From MVP to Production-Ready Financial Software
One of the first questions we hear is:
“Will this work with the systems we already have?”
In most cases, yes.
Financial services companies have already invested heavily in core systems, payment platforms, lending systems, accounting applications, CRMs, portals, databases, data warehouses, and proprietary technology.
Building something new should not automatically mean replacing what already works.
GrayCyan can build new AI applications, SaaS products, portals, internal software, and digital experiences around your existing technology environment, connecting systems through APIs, middleware, databases, event feeds, and other available interfaces.
That means new applications can retrieve permitted information, introduce new functionality, improve user experiences, and exchange data with the platforms your organization already depends on
MVP
Validate and launch faster
WEB & APPS
Customer and internal applications
SAAS
Platforms built for growth
ENGINEERING CAPACITY
Add the Engineering Expertise Your Roadmap Needs
Not every project requires outsourcing an entire product. Sometimes you already have the product, architecture, and internal team, but simply need more experienced engineers to move the roadmap forward.
GrayCyan can add AI, software, integration, QA, and cloud engineering capacity alongside your existing team. Resources can support a defined workstream, expand a product team, or stay engaged as ongoing development capacity.
EMBEDDED WITH YOUR TEAM
Engineering capacity without the hiring cycle
Add experienced technical resources when and where you need them, while your existing team keeps control of the product, priorities, and roadmap.
Add engineers experienced in LLM applications, RAG, agents, document intelligence, and AI-enabled product development.
Give employees a secure way to search policies, procedures, operational documentation, training materials, and approved organizational knowledge using natural language. Frontend, backend, APIs, databases, portals, SaaS platforms, and custom applications.
APIs, payment platforms, core systems, lending platforms, accounting systems, data environments, and proprietary financial applications.
Testing, deployment, infrastructure, CI/CD, monitoring, and production support.
BUILT FOR FINANCIAL SERVICES
Financial Technology Has Different Constraints
Financial applications have to work across sensitive data, specialized systems, complex permissions, regulatory requirements, and workflows where accuracy and traceability matter. We design around those realities from the start.
INTEROPERABILITY
Built around existing Financial systems
New applications need to work with core banking platforms, payment infrastructure, lending systems, CRMs, accounting applications, data platforms, and proprietary technology through APIs and other available interfaces.
SECURITY, ACCESS & Regulations
Designed for sensitive Financial data
Financial applications require thoughtful handling of roles, permissions, authentication, sensitive information, data access, auditability, retention, and system activity. We design these controls around the regulatory and security requirements relevant to the environment, including frameworks such as GLBA, PCI DSS, SOC 2, SOX, and applicable SEC, FINRA, FFIEC, or state requirements.
WORKFLOW COMPLEXITY
Built for the way Financial teams actually work
A technically correct application can still fail if it ignores reviews, approvals, exceptions, handoffs, documentation, operational controls, and the realities of financial workflows.
API-FIRST
Connected financial technology
Build around existing systems and data through available APIs, middleware, databases, and integration interfaces.
Regulatory-Based
Built for regulated environments
We build around GLBA, PCI, DSS, SOC 2, SOX, FINRA / SEC, FFIEC, etc. requirements.
Workflow-First
Built around real operations
Design AI, SaaS products, applications, and digital experiences around the people and processes they actually need to support.
Let’s
Talk
If You’re Building in Financial Services, Let’s Have a Conversation.
Whether you’re a bank, fintech, lender, insurer, wealth firm, accounting platform, financial technology startup, or another business operating in financial services, tell us what you’re building, where your team needs more capacity, or what you want to improve.
CLIENT RESULTS
What this looks like in practice
PRODUCTION & OPERATIONS
2,000+ hrs
RECOVERED ANNUALLY
SKU, BOM & Sales-Order Automation
BOTTOMS UP BEER
QUALITY & COMPLIANCE
3,000+ hrs
RECLAIMED ANNUALLY
Quality Review & Data Entry Automation
COMPLIANCE MFG — CONFIDENTIAL
ENGINEERING & SALES
90 %
FASTER REPORTING
Engineering Proposals Automated
ACCESS INDUSTRIAL
85%
Reduction in manual data entry
ERP middleware automation
MANUFACTURING
AI AUTOMATION
90%
FASTER REPORTING
Engineering Proposals Automated
SOFTWARE
PORTAL
AI DEV
INDUSTRY
100%
System Uptime
Post-migration stability restored
SAAS
AI Chatbot
FINANCIAL
Engineering Capacity
3X
higher perceived response quality
Emotion-aware AI governance layer
SAAS
AI DEV
SERVICES
HOW WE SOLVE IT
Where We Apply AI & Software in Financial Services
From onboarding and financial operations to servicing and internal knowledge, we focus on areas where better software, connected data, and AI can remove friction and improve how work gets done.
01
Customer & Account Onboarding
Improve digital onboarding, application workflows, document collection, identity information handling, account setup processes, and movement of information between systems.
02
Lending & Credit Operations
Build borrower experiences and operational tools around applications, documentation, underwriting support workflows, servicing, internal reviews, and lending systems.
03
Payments, Reconciliation & Financial Operations
Connect payment information, transaction data, accounting systems, internal applications, and operational workflows to reduce manual reconciliation and fragmented processes.
04
Insurance & Claims Operations
Improve policyholder, broker, agent, and claims-related experiences with better applications, document processing, workflow tools, integrations, and AI-assisted information handling.
05
Compliance, Risk & Documentation
Make policies, procedures, customer documents, operational records, and supporting information easier to search, organize, review, track, and retrieve.
06
Knowledge, Service & Internal Operations
Give employees faster access to approved information, build better service tools, connect internal systems, and reduce time spent searching, compiling, and preparing routine information.
FULL CAPABILITIES
Everything we can help you with
Beyond the financial services use cases above, here’s the full scope of what GrayCyan can deliver across AI, software, SaaS, automation, integrations, and product engineering.
Financial AI Strategy & Readiness
Custom Financial AI Applications
Financial SaaS & Product Development
Custom Web & Mobile Application Development
AI Assistants & Pilots
RAG & Enterprise Knowledge Systems
Regulatory Requirements Mapping
Intelligent Document Processing & Extraction
Broker & Agent Portals
FinTech & SaaS Development
Customer Onboarding Automation
Financial Data Integration & Synchronization
Data Retention & Records Controls
Financial Data Reconciliation
Core Banking Integration
Payment Platform Integration
Lending Platform Integration
CRM Integration
Accounting System Integration
Predictive Analytics & Business Intelligence
AI Features for Existing Financial Products
Legacy Application Modernization
MVP Design & Development
Dedicated AI & Software Engineers
Dedicated Product Development Teams
QA & Automated Testing
Cloud, DevOps & Production Deployment
Role-Based Access, Audit Trails & Application Controls
AI Monitoring, Accuracy & Governance
Ongoing Software, AI & Product Support
Policy & Claims System Integration
Financial Technology AI Myths v/s Reality
Myth
AI means letting software make financial decisions without human oversight.
Reality
AI can be used for document intelligence, knowledge retrieval, customer experiences, operational support, data analysis, and workflow assistance while sensitive decisions and approvals remain with authorized people.
Myth
We need to replace our core financial systems before we can modernize.
Reality
New applications, portals, AI capabilities, integrations, and digital experiences can often be built around existing platforms using APIs, middleware, databases, and other available interfaces.
Myth
Financial services is too regulated for rapid software development.
Reality
Scope and architecture matter. A focused feature, integration, application, AI capability, or MVP can be delivered incrementally while broader requirements are addressed as the product evolves.
Myth
Our internal technology team needs to build everything themselves.
Reality
Financial services companies can use an external engineering partner to own an entire build, deliver a specific workstream, or add specialized AI and software capacity alongside their existing team.
WHY GRAYCYAN
What actually sets us apart
Not another AI consultancy. Not another development shop. These are the five reasons Financial and FinTech teams bring GrayCyan into complex product, software, and engineering initiatives.
01
Product Thinking + Engineering Under One Roof
We don’t just take tickets and write code. Product thinking, AI, software engineering, integrations, QA, and deployment work together so what gets built actually solves the problem it was meant to solve.
02
Built Around the Technology You Already Have
Financial environments are rarely greenfield. We design around existing core systems, applications, APIs, databases, cloud infrastructure, and proprietary technology rather than assuming everything needs to be replaced.
03
Flexible Ways to Work With Us
Use GrayCyan to own an end-to-end build, deliver a defined workstream, provide a dedicated development team, or add specialized engineers alongside your existing organization.
04
Production, Not Just Prototypes
A proof of concept is only useful if it can become real software. We design for integrations, permissions, testing, deployment, maintainability, performance, and the realities of production environments from the beginning.
05
Senior, Founder-Led Involvement
GrayCyan engagements stay close to senior technical and business leadership. Nish, engineer, MBA, and working in applied AI since 2018 and remains involved from understanding the problem through solution direction and delivery.
How we work
Financial Tech Delivery: How GrayCyan Works
Complex financial technology projects move faster when the product, users, systems, data, and technical constraints are understood before development begins. We work in focused increments so stakeholders can see, test, and shape what is being built throughout the engagement.
Typical timeline
First AI-powered workflow live within 30 to 60 days, alongside live production, zero disruption.
01
Discovery & Solution Design
We define the business problem, users, requirements, workflows, data, existing systems, integrations, and technical constraints. From there, we shape the product scope, architecture, priorities, and development roadmap.
02
Prototype & Build
Our product, AI, and software teams turn the requirements into working software. Development happens iteratively so stakeholders can review functionality early rather than waiting until the entire project is complete.
03
Integrate, Test & Deploy
We connect the solution with the financial systems, APIs, databases, and applications it needs to work with, then move through QA, security, user validation, and production deployment.
04
Scale & Continuously Improve
After launch, we can continue developing new features, improving performance, expanding integrations, optimizing AI capabilities, or providing ongoing engineering capacity as your roadmap evolves.
Financial SYSTEM INTEGRATION
Financial System Integration: No Replacement Required
One of the first questions we hear is:
“Will this work with the systems we already have?”
In most cases, yes.
Financial services companies have already invested heavily in core systems, payment platforms, lending systems, accounting applications, CRMs, portals, databases, data warehouses, and proprietary technology.
Building something new should not automatically mean replacing what already works.
GrayCyan can build new AI applications, SaaS products, portals, internal software, and digital experiences around your existing technology environment, connecting systems through APIs, middleware, databases, event feeds, and other available interfaces.
That means new applications can retrieve permitted information, introduce new functionality, improve user experiences, and exchange data with the platforms your organization already depends on.
Financial Environments We Can Build Around
Fiserv
Stripe
Temenos
nCino
Moody's
Plaid
Salesforce Financial Services Cloud
+ Others
Integration options depend on the APIs, interfaces, permissions, vendor policies, licensing, and technical access available within each environment.
For financial services companies evaluating modernization, the goal should not always be replacing systems that already work. Often, the better approach is extending their value through new applications, integrations, AI capabilities, and better digital experiences.
That allows companies to modernize incrementally, launch new products, connect fragmented systems, and introduce intelligent features without taking on a full core-system replacement.
0
Core Systems That Need to Be Replaced
Keep the technology that already works. We build the AI, software, integrations, and application layer around it, adding what’s missing without forcing a rip-and-replace transformation.
Let’s
Talk
If You’re Building in Financial Services, Let’s Have a Conversation.
Whether you’re a bank, fintech, lender, insurer, wealth firm, accounting platform, financial technology startup, or another business operating in financial services, tell us what you’re building, where your team needs more capacity, or what you want to improve.
Frequently Asked Questions
What financial technology services does GrayCyan provide?
GrayCyan builds custom AI applications, fintech and financial software, SaaS platforms, portals, internal applications, AI agents, knowledge systems, automation, system integrations, and other digital products for companies operating across financial services.
Can GrayCyan build Financial SaaS products and custom applications?
Yes. We build healthcare SaaS platforms, portals, web and mobile applications, internal tools, dashboards, APIs, and custom software from MVP through production and ongoing development.
Can you add AI to an existing Financial product?
Yes. We can add AI assistants, RAG and knowledge search, document intelligence, AI agents, summarization, intelligent search, workflow capabilities, and other AI features to existing software without rebuilding the entire product.
Can you add AI to an existing Financial product?
Yes. We can add AI assistants, enterprise search, RAG, document intelligence, AI agents, summarization, intelligent search, recommendations, and other AI capabilities to existing financial applications and SaaS platforms.
Do we need to replace our existing systems?
Usually not. GrayCyan is designed to build around the technology you already use. New applications, AI capabilities, integrations, and automation can often be added without replacing your core systems.
What Financial workflows can be automated?
Opportunities can include document processing, onboarding, data reconciliation, request routing, reporting, customer service operations, lending administration, payment operations, insurance workflows, internal knowledge retrieval, and repetitive work between disconnected systems.
Can GrayCyan provide developers to work with our existing team?
Yes. We can provide AI engineers, full-stack developers, backend and frontend developers, integration specialists, QA engineers, DevOps resources, and dedicated development teams to supplement your existing engineering capacity.
Do you only work with banks and fintech companies?
No. We can work with banks, credit unions, fintechs, lenders, mortgage companies, insurers, InsurTech companies, wealth and asset management firms, accounting and advisory businesses, financial SaaS companies, startups, and other companies operating within financial services.
How do you approach security, permissions, and sensitive Financial data?
Security and access requirements are considered during solution design. Depending on the application, this can include role-based permissions, audit trails, human approvals, data-access controls, secure integrations, monitoring, and deployment architecture appropriate to the environment.
Can GrayCyan take a Financial technology project from idea to production?
Yes. We can support discovery, product definition, UX, architecture, software development, AI engineering, integrations, QA, deployment, and ongoing development — or join at a specific stage where additional expertise or capacity is needed.
Let’s
Talk