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vikast908/README.md

Vikas Tiwari

Senior AI Product Manager | Agentic AI, RAG & Platform Products

Portfolio LinkedIn Email

About Me

I'm a Senior AI Product Manager with 8+ years building and scaling B2B SaaS and AI platform products. I drive product strategy, discovery, and delivery - turning complex AI capabilities into products people actually use.

I don't just manage products - I build prototypes, write SQL, design prompts, and ship side projects to stay close to the technology.

Currently at Trinka AI, owning product strategy across AI-powered writing tools, agent orchestration workflows, and model development lifecycle - leading a cross-functional team of 20+ engineers, data scientists, and designers.

The Numbers That Matter

10M+ Users Scaled $2M ARR Generated $2.8M Annual Savings 75% Faster Time-to-Value
25+ Features Shipped 85% On-Time Delivery 100K+ Enterprise Users 80-90% AI Adoption

Career & Impact

Senior AI Product Manager - Trinka AI  (Dec 2025 - Present)
  • Own product strategy and delivery across Trinka Cloud, Desktop, and AI/ML platform
  • Lead agent orchestration workflows using n8n, Langflow, MCPs, and self-hosted LLMs
  • Own model development lifecycle (training, testing, evaluation) for grammar correction and AI content detection
  • Mentor 4 junior PMs on PRD writing, stakeholder alignment, and execution discipline
  • Managing 20+ member cross-functional team (AI Engineers, Data Scientists, Frontend, Backend, Designers)
Product Manager - HowNow  (Jun 2022 - Oct 2025)
  • Shipped AI Skills Profile (RAG + vector DB) → 80% adoption in month one, sustained 90+ days
  • Reduced enterprise time-to-value by 75% - from 12 weeks down to 3 weeks
  • Built AI innovation division with self-hosted LLMs (Llama, DeepSeek) and open-source agent stack (LangChain, Langfuse, Langflow, n8n, Mem0)
  • Standardised 40K+ item taxonomy using AI embeddings & cosine similarity → 60% dataset reduction
  • 25+ feature launches, 85% on-time delivery across 6-12 month planning cadence
  • Built content partnerships generating £150K ARR, cut churn by 15%
Lead Consultant - NDS Global  (Jan 2020 - Jun 2022)
  • Enterprise chatbot platform for 100K+ users → 90% adoption in 4 months → $1.2M annual savings
  • Built onboarding automation saving ~$1.6M annually, freeing ~3 hours/day in workforce capacity
  • Promoted from Sr. Consultant to Lead Consultant
  • Delivered SaaS analytics launches 3 weeks ahead of schedule, boosted adoption by 40%
Business Analyst - Selekt  (Nov 2018 - Jan 2020)
  • Launched cross-marketing platform → DAU from 1.5K to 4K (167% growth), 20% MoM sustained 5 months
  • Designed visual chatbot builder → freemium conversion from 8% to 54% (575% increase)
  • 94% faster time to first bot

Case Studies

Full write-ups with methodology and outcomes on vikastw.com

Case Study Domain Key Result
0-to-1 AI Skills Profile Launch AI/ML, Personalization 80% adoption in month one
Enterprise Onboarding Transformation Process, SaaS 75% faster time-to-value
Partner Ecosystem Expansion Partnerships, Revenue £150K ARR, 15% churn reduction
AI-Powered Taxonomy Cleanup AI/ML, Data Science 60% dataset reduction from 40K+ items
Enterprise Chatbot Platform Enterprise, AI $1.2M annual savings, 90% adoption
Onboarding Automation System Automation, HR Tech $1.6M annual savings
Growth Platform Launch Growth, PLG 167% DAU growth
Visual Chatbot Builder No-Code, Product 575% conversion increase

What I Build

Side projects to stay hands-on with emerging AI patterns:

Project What It Does Tech
ProductSnap AI knowledge hub for PMs - aggregates 86 RSS feeds & 298 podcasts (4.5M+ words), RAG-powered answers with citations Python LangChain React Express.js
Text2SQL Natural language to SQL using LangGraph agent workflows, 16-table PostgreSQL schema LangGraph FastAPI React PostgreSQL
SnapSite Chrome extension - save any web page as an offline ZIP with pixel-perfect accuracy, full-site crawl up to 500 pages JavaScript Chrome APIs JSZip
ColorComic AI manga/comic colorizer - local processing, cross-page color consistency, optional 4x upscaling Python PyTorch Flask

Tech & Tools

AI / ML

Python LangChain LangGraph OpenAI Claude Gemini DeepSeek Mistral Kimi HuggingFace PyTorch

Vector Databases

pgvector Weaviate Pinecone

Agent Orchestration & Automation

n8n Langflow Langfuse Mem0 MCP CrewAI

Cloud & Development

AWS GCP Azure SQL REST APIs Postman Cursor

Analytics

Mixpanel Amplitude Google Analytics PostHog

Design & PM Tools

Figma Miro JIRA Linear Notion Confluence ClickUp

Product Craft

Strategy Discovery Roadmapping PRDs Prioritization A/B Testing OKRs GTM Stakeholders

Open to collaborating on AI products, PM tools, and anything at the intersection of LLMs and user experience.

Portfolio LinkedIn Email

Profile Views

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  1. SnapSite SnapSite Public

    Chrome extension to save web pages & entire sites as offline ZIP files with full source code & assets.

    JavaScript 2

  2. ColorComic ColorComic Public

    Automatically colorize black-and-white comic and manga pages using deep learning. Upload a PDF, get back a fully colorized version — no API keys, no cloud services, everything runs locally on your …

    Python 4 1

  3. ProductSnap ProductSnap Public

    AI-Powered Product Management Knowledge Hub ProductSnap is a comprehensive content aggregator designed for product managers, providing curated articles from 86 RSS feeds, 298 Lenny's Podcast transc…

    JavaScript

  4. RAG-master RAG-master Public

    Retrieval-Augmented Generation (RAG) chat experience built with a FastAPI backend and a React/Vite frontend. Users can ask questions grounded in the project knowledge base (RAG_doc.md). Local sente…

    Python

  5. Text2SQL Text2SQL Public

    An intelligent full-stack application that converts natural language questions into SQL queries using OpenAI GPT-4o-mini and LangGraph workflow orchestration. Ask questions about your database in p…

    Jupyter Notebook

  6. bookbotlearn bookbotlearn Public

    MiniGPT: A ~96K parameter educational transformer built from scratch in PyTorch. Learn attention, layer norm, positional encoding, and everything about how GPT works.

    Python