AI Product Manager · OpenAnalyst Inc.
Building the next
agentic wave.
I'm shipping agentic systems at OpenAnalyst, building 10x developer tools, and writing about where this wave goes for 11K+ followers. Reading what hasn't been named yet.
Every wave changed everything. I was already on it.
The Formation
I studied at the Institute of Management Studies, Noida — where business thinking met the edge of technology. The habit of asking what the next layer of the stack would even need.
The Formation
I studied at the Institute of Management Studies, Noida — where business thinking met the edge of technology. The habit of asking what the next layer of the stack would even need.
The Ignition
ChatGPT shipped. Within a week my conviction was set: this is the wave. Get on it. Now.
The Ignition
ChatGPT shipped. Within a week my conviction was set: this is the wave. Get on it. Now.
The Frontfoot
Frontfoot isn't speed — it's attention. Reading what hasn't been named yet. Building with MCP before most teams knew the acronym.
The Frontfoot
Frontfoot isn't speed — it's attention. Reading what hasn't been named yet. Building with MCP before most teams knew the acronym.
The Team
I joined OpenAnalyst Inc. — the team building the agentic-analyst stack. Not watching the wave. Joining the team building the board.
The Team
I joined OpenAnalyst Inc. — the team building the agentic-analyst stack. Not watching the wave. Joining the team building the board.
The Voice
11,685 followers and counting. I write weekly about where this wave goes — Claude releases, agentic patterns, the next software shape.
The Voice
11,685 followers and counting. I write weekly about where this wave goes — Claude releases, agentic patterns, the next software shape.
The Build
I'm shipping 10x developer tools — agents that take work end-to-end, idea → spec → merged PR. The barrier was never intelligence. It was always accessibility.
The Build
I'm shipping 10x developer tools — agents that take work end-to-end, idea → spec → merged PR. The barrier was never intelligence. It was always accessibility.
Eight years. From Tkinter GUIs to agentic systems.
Tap any role to expand the long version.
AI Product Manager
OpenAnalyst Inc.
Translating LLM + agentic capability into a real product — strategy, intelligent workflows, and AI systems that act as collaborators.
AI Product Manager building scalable, user-centric AI products powered by LLMs and agent-based systems. Designing intelligent workflows where AI acts as a functional collaborator — driving efficiency, automation, and decision-making. Focused on the shift toward intent-driven interfaces, where AI reduces the barrier to building and enables faster execution at scale.
Self-directed AI R&D
Personal — Career Break
Focused break to research, design, and validate a high-impact AI product — agents, automation systems, and concepts with large-scale potential.
Intentional career break to work on a high-impact AI product. Deep dive into advanced AI tools, agents, automation systems, and emerging tech — experimenting with problem-solving across multiple domains while validating concepts with strong potential for large-scale impact.
AI Product Manager
10x.in
Led AI products and personalised learning experiences — shipping LLM-driven curriculum and automation across the platform.
Led the development of AI solutions and the evolution of educational platforms at 10x.in. Designed and deployed advanced models, kept curriculum aligned with industry advancements, and built AI-driven automation to scale data processing and course delivery while preserving personalised experiences.
Lead Data Scientist
Skill Arbitrage
Built predictive models, ETL, and ML systems end-to-end. Trained technical and non-technical teams; mentored interns into shipping roles.
Collected, cleaned, and pre-processed large datasets from diverse sources — making them analysis-ready through normalisation and imputation. Built predictive and descriptive models, designed ETL processes, and developed test plans for ML systems. Communicated findings to stakeholders and collaborated cross-functionally on deployment.
Product Manager
Unmessenger
Mentored 1,000+ interns into data-science roles — appraisals, offers, and a pipeline of practitioners coming out the other side.
Corporate trainer and product mentor — guided over 1,000 interns into data-science roles. Built a track record of stellar appraisals and job offers under that mentorship, while connecting practitioners across the field.
Subject Matter Expert (Data Science)
Dataisgood
Scraped, modelled, and taught — Python + Selenium for data extraction; 250+ hrs of live lectures; dashboards in Tableau and PowerBI.
Used Python and Selenium to extract data from diverse sites, building predictive ML models tailored to client objectives. Delivered 250+ hours of live Python instruction. Built data-driven products and applications, and educated non-technical professionals on the value of data-driven frameworks with automation. Built interactive dashboards in Tableau and PowerBI.
Product Designer
KaroStartup
Cross-functional product design — managed social content and crafted brand identities to capture target audiences.
Collaborated cross-functionally to bring innovative ideas to life. Managed social media content and crafted brand identities to captivate target audiences, integrating design principles with market strategy.
Python Developer
Apex TG India Pvt Ltd
Designed, coded, tested, and shipped Python apps — Tkinter GUIs, custom widgets, dynamic event handling, and clean OOP throughout.
Designed, coded, tested, and deployed Python applications using Tkinter. Built engaging GUIs and pushed Tkinter's capabilities — custom widgets, dynamic event handling, and integrating Tkinter with other libraries and APIs. Solid grounding in OOP and a track record of delivering on time and budget.
Python Developer
ReaderFox
Built dynamic, scalable, secure web apps in Python — MVT pattern, SQL + NoSQL integrations, third-party API work end-to-end.
Built dynamic, scalable, secure web apps in Python and associated frameworks. Worked end-to-end across the stack with the MVT pattern, integrating with SQL (MySQL, Oracle) and NoSQL (MongoDB, Cassandra) databases, and consuming third-party APIs.
Three things I'm shipping right now.
OpenAnalyst Inc.
5 AI agents. One command. The agentic-analyst stack — no complex setup, no overwhelming dashboards. Just clarity.
- →Agentic data analyst, end-to-end
- →MCP-native from day one
- →Quiet UX. No dashboard bloat.
10x Developer Tools
Agents that ship end-to-end PRs. Built before most teams knew what MCP was. Idea → spec → merge in one loop.
- →Specs that survive a real ship
- →Tooling that takes the work the whole way
- →Compounding leverage, not feature counts
The Voice
11,685 followers on LinkedIn. I write weekly about where this wave goes — agentic patterns, Claude releases, the next software shape.
- →Claude release notes, decoded
- →Agentic patterns from the field
- →Posts that make builders argue
The barrier was never intelligence. It was always accessibility.
— Anit Choudhary