About Me
Founder and product-builder focused on generative AI / LLM products and data-driven product strategy, with hands-on experience shipping RAG systems, prompt-less LLMs, and consumer/education pilots.
Key founder projects
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Founder and product-builder focused on generative AI / LLM products and data-driven product strategy, with hands-on experience shipping RAG systems, prompt-less LLMs, and consumer/education pilots.
Key founder projects
Raavann — Deep Research LLM Engine (Founder, Jun–Nov 2025): Built a prompt-less research LLM that recommends and can remotely execute experiments via serverless GPU infrastructure; piloted with universities and launched across London, Coventry, Belfast and India.
Zaplet AI — Rental Property Platform (Founder, Sep 2024–Jan 2025): Aggregated ~50k London listings (major agencies), built a RAG LLM enriched with cost-of-living/amenities/crime context, and an interactive Tube-map tap-to-query UX; validated map-driven flows via user testing.
Personalised Productivity Suite (Feb–Jun 2025): Built AI-native Word/PowerPoint/Excel + diagram generator; features include auto-structuring, table/formula reasoning and prompt-less diagramming — student pilots showed ~2.5× faster outcomes.
Professional experience
Head of Operations & Technology — Corker Ltd, London (Oct 2023–Sep 2024): Led integrations and automation (Zapier/APIs), increased monthly physical outreach from 50 → 1,650 (≈3200% increase) with a 23% response rate; migrated systems to Odoo (6 months) improving efficiency ~40%; automated inventory updates (saved ~100 hours/month) and deployed GPT-based customer automation cutting response time 24h → <2h.
Founder — Vector Motors, Mumbai (Apr 2020–May 2021): Raised £50k, built supply chain across Asia, reduced lead times 25%, and managed design/production of an electric motorcycle prototype.
Education
Warwick Business School, MSc — Management of Information Systems & Digital Innovation (Sept 2022–Sept 2023). Top team project score (85%); dissertation analysing 150 startups to identify factors behind unicorn outcomes.
KIIT, B.Eng (IT)
Experience
Founder
Built world’s 1st Deep research engine exclusively for AI research.
Designed world’s 1st research LLM that operates without prompts.
Designed a tool that recommends which experiments to run.
Integrated serverless GPU infrastructure to execute experiments remotely from anywhere.
Conducted offline pilot tests at universities.
Launched across London, Coventry, Belfast, and India.
Used custom multi agent architecture.
Used knowledge graphs.
Used vector embeddings.
Used semantic search.
Used prompt engineering.
Used context engineering.
Used ChatGPT API integrations.
Used PR driven pull product.
Founder
Designed and built AI-native Word, PowerPoint, Excel, and an architecture-diagram generator from the ground up.
Drove development via continuous user feedback with pilots with engineering students at the University of Warwick and KIIT.
Drove development via research-led improvements.
Shipped automatic document/slide structuring.
Shipped table reasoning with formula suggestions.
Shipped slide narration.
Shipped prompt-less diagramming from plain-language specs.
Achieved sustained student adoption across coursework/projects.
Students achieved their goals 2.5x faster than alternatives available.
Founder
Built an AI-driven London rental search platform.
Aggregated approximately 50k listings from Savills, Knight Frank, Winkworth, and Hamptons.
Excluded SpareRoom due to map-exposed addresses.
Implemented a RAG LLM enriched with cost of living, amenities, crime type + location, parks, hospitals, and gyms for contextual answers and comparisons.
Created a fully controlled, interactive Tube map using station coordinates with POI search.
Enabled tap-to-query flows such as within 20 minutes’ walk of Aldgate.
Ran regular user tests.
Validated strong preference for map-driven selection over free-form prompts.
Iterated UX accordingly.
Concluded that innovation depends on controllable components.
Concluded that consumer rental search is a low-frequency usage market, making heavy innovation cost-inefficient at scale.
Head of Operations and Technology
Integrated Searchland, Excel, Docmail, Keap, and ClickUp through Zapier and API integrations.
Increased monthly client outreach from 50 to 1,650 physical letters.
Achieved a 3200% increase in outreach.
Achieved a 23% response rate.
Led the transition from Intact IQ to Odoo.
Completed the project in 6 months.
Enhanced operational efficiency by 40%.
Developed an automated system to update product information from supplier emails to the company website using WooCommerce.
Improved inventory management accuracy by 35%.
Saved 100 labor hours monthly.
Automated responses to basic client inquiries using GPT integrated with Zapier.
Reduced response times from 24 hours to under 2 hours.
Handled over 500 queries per month.
Conducted comprehensive qualitative research to prioritize improvements for over 20 business processes.
Resulted in a 30% increase in operational efficiency.
Created a centralized repository for 500+ documents.
Head of Operations and Technology
Integrated Searchland, Excel, Docmail, Keap, and ClickUp through Zapier and API integrations, increasing monthly client outreach from 50 to 1,650 physical letters (a 3200% increase) and achieving a 23% response rate. Led the transition from Intact IQ to Odoo, completing the project in 6 months, enhancing operational efficiency by 40%. Developed an automated system to update product information from supplier emails to the company website using WooCommerce, improving inventory management accuracy by 35% and saving 100 labor hours monthly. Automated responses to basic client inquiries using GPT integrated with Zapier, reducing response times from 24 hours to under 2 hours and handling over 500 queries per month. Conducted comprehensive qualitative research to prioritize improvements for over 20 business processes, resulting in a 30% increase in operational efficiency and creating a centralized repository for 500+ documents
Founder
Secured £50,000 in startup funding.
Designed a diverse team development plan.
Established international supply chain networks across Asia.
Reduced delivery lead times by 25%.
Managed the design and construction of the first electric motorcycle prototype.
Incorporated insights from BMW's electric vehicle division.
Founder
Secured £50,000 in startup funding, designed a diverse team development plan, and established international supply chain networks across Asia, reducing delivery lead times by 25%. Managed the design and construction of the first electric motorcycle prototype, incorporating insights from BMW's electric vehicle division
PROJECTS
House Hunt
Raavann — a deep-research LLM (Jun–Nov 2025). Built a prompt-less research engine tailored for AI research: automates literature synthesis, precise search, and insight extraction. Validated in university trials and pilot launches across London, Coventry, Belfast and India to boost researcher productivity.