London, UK  ·  Product Manager · FinTech · TCS

Solving complex mortgage
problems — AI just made
me better at it nowadays.

I'm a product manager and architect at TCS, where I've spent over a decade building and delivering digital mortgage origination platforms for UK banks and building societies. Lately I've been going deeper into applied AI and hands-on engineering — designing local LLM inference systems, building edge-native SaaS products, and shipping things that actually run.

[ UK Mortgage Origination ] [ Applied AI ] [ Product Management ] [ FCA · MCOB · Consumer Duty ] [ Edge-Native SaaS ]

Domain depth meets hands-on engineering.

I joined TCS in 2012 as a graduate and have spent 13 years across programme delivery, implementation, presales, and product management — all in financial services, and predominantly in UK mortgage lending. I know this domain properly: the regulatory landscape, the lender economics, the broker relationships, the processing bottlenecks, and where technology can genuinely move the needle.

Over the past couple of years I've been investing deliberately in hands-on engineering. I wanted to close the gap between designing systems and building them — so I built a local LLM inference microservice for financial services document processing, architected a multi-agent underwriting pipeline, and shipped several personal SaaS products across different domains. Some are live with real users. Some are proof-of-concepts exploring what's feasible.

I hold a BEng in Computer Science & Engineering, a PG Diploma in Management from Welingkar, and am Microsoft Azure certified. I'm based in Grays, Essex and work across London.

Domain
UK Mortgage Lending
FCA · MCOB · Consumer Duty
Loan Origination Systems
Open Banking
Product
Product Roadmapping
Backlog & Sprint Delivery
User Journey Design
RFI / RFP · Presales
AI / Engineering
Local LLM · Ollama · Gemma
FastAPI · Node.js · Python
React · TypeScript
Cloudflare · Supabase
Architecture
Multi-tenant SaaS
API Ecosystem Design
Microservices
Azure · DevOps

Six things I built in my own time.

A deliberate investment in hands-on engineering over the past year — spanning fintech AI, property management, inventory SaaS, and consumer apps. Most started as a real brief for someone I know, built to the same standard as any commercial product.

B2B SaaS
InventPro
Live
Multi-tenant SaaS inventory and billing platform — built first for a family member's paint shop, general enough for any small-retail trade managing stock and billing, running serverless end-to-end on Cloudflare's edge network.
JavaScriptCloudflare WorkersCloudflare D1Cloudflare PagesWeb Crypto APIResendGitHub Actions
FinTech · LOS
Journey LOS
Proof of Concept
Config-first, multi-tenant Loan Origination System for UK building societies and specialist lenders — a from-scratch RBAC engine (65-table schema, three-layer nav → section → field permissions) built so a new lender is onboarded by data entry, not a code deployment.
ReactViteHono.jsCloudflare WorkersCloudflare D1Cloudflare KVCloudflare R2TypeScriptTailwind CSSWebCrypto API (PBKDF2 + HS256 JWT)
PropTech
LetWise UK
Live
A landlord wealth-management platform — mortgage, tenancy, and cashflow tracking with an automatic remortgage-savings finder, plus a role-gated admin console. Built for a friend managing a multi-property portfolio.
TanStack StartReactTypeScriptTailwind CSSshadcn/uiSupabase (Postgres, Auth, Edge Functions)Cloudflare WorkersPaddle
Personal FinTech
Clinic Pay Tracker
Live
A pay-tracking and invoicing tool for a self-employed dental specialist working across two clinics with two different pay structures.
HTMLJavaScriptCloudflare WorkersCloudflare D1GitHub Pages
Consumer
Life Partner Seek
Built · Awaiting operator
Matchmaking platform built for a proposed marriage bureau — complete and deployable, with a role-based visibility model built to the same standard as an enterprise RBAC system.
ReactTypeScriptSupabasePLpgSQLRow-Level Securityshadcn/uiTailwind CSS
AI · FinTech
AI Mortgage Tools
Proof of Concept
Two personal proof-of-concepts exploring AI-assisted mortgage processing with a locally-hosted Gemma model — document summarisation and affordability assessment, both built to run entirely offline.
PythonFastAPIllama-cpp-pythonNode.jsExpressOllamaGemma 4Docker

TCS since 2012. One domain, five roles.

Every role has been in financial services. The arc runs from delivery and QA through implementation, presales, product leadership, and into AI-augmented product management.

Tata Consultancy Services  ·  July 2012 – Present
Product Manager Sep 2021 – Present
  • Leading product management for TCS DigiHome — a digital mortgage origination platform for UK banks and building societies — overseeing a team of UI/UX designers, product owners, business analysts, and developers
  • Providing technical consulting and digital transformation strategy to UK lenders, including high street banks and building societies
  • Designed and built a local AI summarisation microservice (sovereign private cloud, offline LLM inference) addressing FCA data residency requirements; architected a multi-agent DIP pipeline using a ReAct loop in Node.js
  • Creating product roadmaps, defining go-to-market strategies, and leading design thinking workshops across multiple geographies and user personas
  • Owning API specifications, third-party ecosystem integrations, backlog refinement, and end-to-end product lifecycle management
  • Leading all sales pursuits — RFI/RFP responses, customer demos, and consultative workshops
  • Key achievement: improved straight-through processing from 30% to 65%, reducing average end-to-end mortgage cycle time from 35 to 13 days
Product Lead Jun 2020 – Sep 2021
  • Led a product team building a full-suite Loan Origination Platform from scratch — covering the end-to-end mortgage lifecycle from sales through underwriting to funds disbursement
  • Owned the product development roadmap, sprint deliveries, analysis, testing, and release management
  • Played a key role in registering the solution as TCS Intellectual Property
  • Delivered 7 functional modules across front office, back office, and customer personas; integrated with a market-leading decision engine and 12 third-party interfaces; 100% of roadmap commitments delivered on time
Presales Consultant Oct 2018 – Jun 2020
  • Led presales pursuits for Engineering and IoT services across the UK, qualifying and managing multi-million dollar deals
  • Executed RFI/RFP responses, conducted market research, and defined go-to-market strategies for UK prospects
  • Recognised for outstanding contributions in the Transcend Presales programme, July 2021
Implementation Lead — LOS Apr 2015 – Sep 2018
  • IT delivery management for a prominent US mortgage lender — leading QA and development teams through Agile sprint cycles
  • Formulated test strategies, implemented automation for web applications, and owned business analysis requirements including BRD/FRD
  • Contributed to 90% paperless processing of mortgage loans and significant cycle time reduction across the origination workflow
Programme Management Office Lead Jul 2012 – Mar 2015
  • Foundation role covering programme delivery, quality assurance, and business analysis for large financial services accounts in North America
  • Recognised as part of the TCS Inspire Programme for High-Potential Associates — first batch 2018–2020
Microsoft
Azure Fundamentals & Azure Administrator
University of Helsinki
Elements of AI
PMI
Technology for Product Managers
IIBA
Business Analysis Foundations
IIBA / PMI
Agile Product Owner Role
NASBA
Consulting Foundations: Client Management
Published
UK Seamless Digital Mortgage Experience — TCS White Paper ↗

Let's talk.

I'm open to conversations about senior product and architecture roles in UK fintech, applied AI in regulated financial services, and select consulting engagements. Not actively looking — but always willing to have the right conversation.