Yash Renwa LinkedIn

Hi, I’m Yash Renwa.

I’m a Product & AI Architect. I work directly with founders and clients to turn business problems into products people actually use.

I now bring the same approach to AI, building agents and RAG systems around how a business actually runs.

Connect on LinkedIn See my work
Yash Renwa

I build products from the problem up.

For more than three years, I’ve worked between founders, clients and engineers. Much of the job is translation: turning what a business needs into a plan engineers can build, and turning technical trade-offs back into business terms.

The problem

  1. 1

    Understand how they operate

    Before any design, I sit with the people who do the work and map how it runs today, including the steps nobody writes down.

  2. 2

    Shape the solution

    I decide what the product should do and what it should leave to people. With AI, that includes which actions need a person to approve them.

  3. 3

    Explain the trade-offs

    I explain the choices in business terms: cost, speed, risk and what it takes to support. Founders and clients make the call with the full picture.

  4. 4

    Lead the rollout

    I lead the build and the launch, help the people who will use it get started, and turn their feedback into the next release.

Work

What I’ve built and led since 2021, newest first.

Enclira Labs

AI Architect & Technical Partner

Apr 2026 – Present

  • Proposed and built IRA, an AI agent that lets community admins, mostly volunteers with day jobs, run tasks across 35 platform modules from one chat prompt.
  • Designed it as a team of specialist agents that plan, act, check and review, with user approval on critical actions, code-enforced permissions, audit logs and checkpoint recovery.
  • Cut execution time by ~65% compared with working through the interface, in internal trials across 15–20 workflows.
  • Built and deployed a RAG chatbot for a professional association. It works as a sales assistant for website visitors and a support desk for members, answering from the client’s own content.

One promptTasks across the platform, from one chat

Plan, act, check, reviewA team of specialist agents

35 modulesRun by admins, mostly volunteers

You approveCritical actions wait for the user’s approval

Permissions in codeWith audit logs and checkpoint recovery

One prompt. Tasks across the platform, from one chat.

Plan, act, check, review. A team of specialist agents.

35 modules. Run by admins, mostly volunteers.

You approve. Critical actions wait for the user’s approval.

Permissions in code. With audit logs and checkpoint recovery.

GenAlpha Digital / Univyn Technologies

Founding Engineer & Product Architect

Oct 2024 – Mar 2026

  • Gathered requirements from the founder and space operators for Qubico, one platform for bookings, billing, memberships and grievances.
  • Led four engineers to build and launch it. Two coworking spaces adopted it, with 2,500+ members.
  • Designed and built credit-based meeting-room booking with company approvals, which stopped unchecked employee bookings. Cancellations refund credits automatically.
  • Designed live floor-plan booking and owned the mobile experience. Coworking clients draw their layout, and members pick a desk in real time, with holds that prevent double booking.

Pick a desk, liveClients draw the floor plan; members choose

Held for youHolds prevent double booking

Company approvesMeeting rooms run on credits

Refunds, automaticA cancellation returns the credits

Pick a desk, live. Clients draw the floor plan; members choose.

Held for you. Holds prevent double booking.

Company approves. Meeting rooms run on credits.

Refunds, automatic. A cancellation returns the credits.

Ebani Advertising / Ebani Tech

Founding Engineer & Product Lead

Apr 2023 – Sep 2024

  • Architected TrimX, an in-salon kiosk built to bring customers back: face login, games that earn bill discounts, and upsells moved from stylists to the screen. It was linked to billing, inventory, CRM and a stylist app.
  • Took it live across 35 salons, with 15,000–20,000 visits a month. I ran site surveys with the founder, placed screens facing the street, and managed every kiosk remotely through MDM software.
  • Compared multiple suppliers for the kiosk touchscreens and helped stakeholders finalise the purchase, prioritising faster warranty, maintenance and repairs.
  • Helped launch Ebani’s digital-signage business, sourcing displays and setting up remote content management for 30+ screens at retail clients.
  • Shipped the Coromandel event app in one week with one freelance developer: personalised itineraries, QR check-in and check-out, and absence alerts for ~1,000 attendees abroad.

Face loginCustomers sign in by looking at the camera

Play to saveGames earn discounts on the bill

One systemBilling, inventory, CRM and a stylist app

Managed remotelyEvery kiosk, through MDM software

Face login. Customers sign in by looking at the camera.

Play to save. Games earn discounts on the bill.

One system. Billing, inventory, CRM and a stylist app.

Upwork

Independent Mobile & Product Developer, part-time

Apr 2021 – Jul 2023

  • Completed 20 contracts with a 4.96/5 average client rating, owning client conversations from brief to delivery.
  • A coffee van’s ordering app: built the customer app and admin panel solo from the founder’s idea, with card payments, order tracking and refunds. Launched on iOS and Android.
  • Elia, a European edtech startup: led two developers to build vocabulary exercises in Flutter, working with the founders, UI/UX designers and the backend team.
  • A warehouse app: mapped the client’s existing workflows into user flows and screens.

See my Upwork profile

SEBI compliance agent

Personal project · Python, LlamaIndex, Qdrant, FastAPI

  • Built an AI agent that answers compliance questions from SEBI’s master circulars, so users get the relevant rule without searching the documents by hand.
  • Split the circulars along their own structure (part, chapter, section) and used GPT-4o vision to read complex PDF pages, so each answer comes from the right rule.
  • Combined keyword and semantic search with reranking, and gave the agent tools for regulation search, web search and calculations, served through FastAPI.
  • Reached 95% context precision and 73% recall on 150 test questions, scored with RAGAS using an LLM as the judge.

Capabilities

Customer & business

  • Requirements discovery
  • Workflow analysis
  • Stakeholder alignment
  • Solution demos
  • Product differentiation

Solution planning

  • Solution design
  • Technical feasibility
  • Trade-off analysis
  • Vendor evaluation
  • Feature prioritisation

Delivery leadership

  • Team leadership
  • Rollout planning
  • Customer onboarding
  • Data migration
  • Go-live support

Technical foundation

  • AI agents and RAG chatbots
  • SaaS platforms and mobile apps
  • API integrations
  • AWS, Firebase
  • Python, Flutter, React

Education

M.Tech, Artificial Intelligence & Machine Learning2026 – 2028BITS Pilani (WILP), in progress. Machine learning, deep learning and NLP.
B.Tech, Information Technology2019 – 2023Vellore Institute of Technology, CGPA 8.83/10

Recognition

Innovation Award, Alibaba Cloud Global AI Innovation ChallengeAI-assisted irrigation using live weather and sensor data
1st Prize, Vaulter Voice HackathonA multilingual voice-banking app in Flutter
IEEE publication“Comparative Analysis of ACO and PSO for Test Case Prioritization”, IIICT Conference, VIT Vellore