---
title: "Ayush Singh - Associate Product Manager in Bengaluru | Tal"
description: "Meet Ayush Singh, Building Data & AI Systems based in Bengaluru. AI stack includes anthropic apis, claude code, and claude. Explore public work links including github and macayush.com."
image: "https://tal.club/meet/ayush-singh-29/share-image"
---

# Ayush Singh on Tal

## Headline

Building Data & AI Systems

## About

I work at the intersection of growth, Data, and automation in the fast\-moving world of quick commerce\. My experience so far has been deeply rooted in supply, operations, and building systems that scale, from streamlining workflows to solving on\-ground execution challenges\. I enjoy breaking down messy processes and turning them into structured, automated solutions that improve speed, efficiency, reliability and creating AI models for analysis\. Currently, I’m focused on driving growth by combining operational understanding with automation, identifying bottlenecks, optimizing supply\-side performance, and enabling teams to move faster with better AI and models in place\. Going forward, I’m increasingly interested in the data side of the business, understanding what sells, why it sells, and how vendor and category decisions can directly influence growth\. I aim to build a strong foundation in data\-driven decision\-making, especially in areas like assortment planning, demand patterns, vendor performance and quantitative models\. I’m particularly excited about roles that sit at the intersection of Data, Product, and analytics, where intuition meets data\. Always open to conversations around quick commerce, growth systems, and building AI solutions that compound over time\.

## Location

Bengaluru

## AI stack

anthropic apis

claude code

claude

codex

cursor

notion

## Work experience

Associate Product Manager at KNOT, Jun 2026 \- Present · 4 mo, Bengaluru, Karnataka, India, Growth Associate operating as the sole product\-engineer for KNOT's internal platform\. Own discovery, spec, build, and rollout across warehouse ops, merchandising, category management, and leadership reporting for an aggregator with 210\+live brands\. Platform 1\) Heartbeat \- analytics and workflow platform used daily by leadership, category managers, merchandising, and operations\. 175 production releases since launch\. Replaced spreadsheet\-based reporting for inventory, sales, replenishment, and stuck\-unit triage\. 2\) AI\-native build velocity shipped 30\+ tabs and 11 automated data pipelines solo by pairing product intuition with AI coding agents \(Claude Code, Cursor\)\. Automation and AI 1\) In\-app AI assistant powered by Gemini and Groq natural\-language queries over warehouse and sales data for non\-technical stakeholders\. 2\) Knot Email Bot \- auto\-generates performance reports for \~210 brands and delivers them on schedule\. 3\) Knotty Bot\- Slack\-native task tracker for shortlisting, cataloguing, and PO generation; adopted by 100% of the merchandising team in week one\. 4\) WMS OTP relay \- auto\-forwards warehouse system OTPs to a Slack channel with a one\-tap iOS shortcut\. Products shipped 1\) Missing SKU engine — serial\-level classifier that triages 9K\+ stuck units daily and routes them to the right team by root cause\. 2\) Replenishment platform — batch intake, fulfillment tracking with drill\-down, cross\-cycle trend analysis, per\-brand XLSX\. 3\) Slow Moving, Cut Sizes, SKU Catalog search, Discontinued Styles, Warehouse cards, Category rollups, RTV Pending,In\-Transit, GRN, SOH exports\.

Building at KNOT, Mar 2026 \- Jun 2026 · 4 mos

Independent Researcher at Self Emoployed, 2025 \- 2025 · Less than a year, Contributed to papers\(yet to be published\) in the fields of Economics and Brain Computer Interfaces

UPSC attempt at Self\-Employed, 2024 \- 2025 · 1 yr, 1\) Indian Economy: Applied macroeconomic and policy insights to analyze growth, markets, and business environments\. 2\) Indian Polity: Built strong understanding of governance, regulation, and institutional decision\-making frameworks\. 3\) Indian Society: Analyzed socio\-economic trends and consumer behavior across diverse demographic segments\. 4\) International Relations: Interpreted global geopolitics and its impact on trade, strategy, and business risk\. 5\) World History: Derived strategic context from global events shaping modern economic and political systems\. 6\) Environment: Evaluated sustainability, climate risks, and ESG considerations in policy and business contexts\. 7\) Geography: Leveraged spatial and regional insights to understand markets, resources, and infrastructure dynamics\.

Vounteer at NGOs, 2023 \- 2024 · 1 yr, Worked at NGOs, taught underprivileged students and had fun along the journey

Founder at Robustsap, Mar 2022 \- Feb 2023 · 1 yr, New Delhi, Delhi, India, Lead Storyteller

## Education

Bachelor's degree, Hansraj College

Mathematics and Computer Science, City Montessori School

## Public links

- github: https://github\.com/knotpro
- macayush\.com: https://macayush\.com/

[View the original profile](https://tal.club/meet/ayush-singh-29)

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