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Demand.io Tech Stack

Knowledge graph and AI platform for verified e-commerce data

Technology, Information and Internet Los Angeles, California 51–200 employees Founded 2009 Privately Held

Demand.io operates a verified product knowledge graph (ShopGraph) covering 400,000+ stores, powering both consumer-facing shopping tools and enterprise AI systems. The tech stack reveals a company built for AI-native surfaces — React Native, Flutter, RAG, OpenAI, Anthropic, Claude — while projects show tension between two operational modes: building intelligent mobile workflows and scaling a neuro-symbolic retrieval system that prevents hallucinations. Active hiring skews toward principal and staff engineers, signaling deep technical challenges in agent infrastructure and real-world data sensing rather than scaling volume.

Tech Stack 21 technologies

Core StackReact Native Flutter RAG OpenAI Anthropic Kubernetes n8n Python React Figma iOS Android Apple Wallet ChatGPT Perplexity Claude SQL Protopie Framer CSS Google Sheets

What Demand.io Is Building

◆Challenges

Pivoting from search to verification
Real-world sensing infrastructure
Transaction interface development
Preventing hallucinations
Unit economics optimization
Cost per query
Collision between transaction and intelligence layers
Commoditization of passive coupon overlay
Re-architecting data ingestion pipelines
Replacing manual heuristics

▲Active Projects

Unified mobile engine
Invent visual language of product.ai
Ai-native mobile workflows
Evaluation architecture
Neuro-symbolic retrieval system
Unit economics of intelligence
Agent infrastructure
Real-world sensing infrastructure
Unified intelligence architecture
Commerce knowledge graph backend

Hiring Activity

Minimal10 roles · 0 in 30d

Department

Engineering

4

Design

2

Data

1

Marketing

1

Product

1

Seniority

Principal

2

Staff

2

VP

2

Lead

1

Mid

1

Senior

1

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About Demand.io

Demand.io builds a verified knowledge engine for commerce, centered on ShopGraph — a data graph indexing products, prices, and merchants across 400,000+ stores. The company operates two consumer products (SimplyCodes for promo codes, Product.ai for shopping advice) and targets enterprise adoption of its knowledge layer for agentic AI systems. Privately held and profitable since 2009, the company competes on data verification (human-in-the-loop validation) rather than raw scale. Current work focuses on mobile-first AI interfaces, cost-per-query economics, and infrastructure to prevent model hallucinations in transactional contexts.

HeadquartersLos Angeles, California

Company Size51–200 employees

Founded2009

Hiring MarketsUnited States

Frequently Asked Questions

What is Demand.io's tech stack?

React Native, Flutter, iOS, Android, RAG, OpenAI, Anthropic, Claude, Kubernetes, Python, SQL, and React. The stack emphasizes mobile delivery and large language model integration for retrieval-augmented generation.