← Embedded Finance Index 2026

Parallel

“Can AI-native web search and retrieval infrastructure become the default data layer for autonomous AI agents — and capture recurring revenue directly from machine-to-machine payment flows?”

Founded2023
HQSan Francisco, CA, USA
FoundersParag Agrawal
Total raised$230M
Latest roundSeries B, April 2026
Valuation$2B post-money (April 2026)
IndustryHorizontal SaaS / AI Infrastructure
The story

Founded in 2023 by Parag Agrawal (former Twitter CEO), Parallel was built on the thesis that AI agents would soon consume the web more than humans. The company rebuilt web search and retrieval infrastructure specifically for AI developers and enterprises, offering high-accuracy search APIs, structured data extraction, and multi-hop research tools. In 2026, Parallel joined the Machine Payments Protocol (MPP) with Stripe and Tempo, enabling AI agents to autonomously discover and pay for Parallel's APIs without human intervention — positioning Parallel at the intersection of AI infrastructure and agentic finance rails.

Last 12 months
2026-04
2026-04
Product timeline
2023
Founded by former Twitter CEO Parag Agrawal as an AI web infrastructure platform.· pivot
2025
Raised $100M Series A at $740M valuation led by Kleiner Perkins and Index Ventures.· ipo
2026
Launched Parallel CLI and joined Machine Payments Protocol (MPP) alongside Stripe and Tempo, enabling agent-to-agent payments for Parallel's web search and research APIs.· banking
2026
Raised $100M Series B at $2B valuation led by Sequoia, five months after Series A.· ipo
The stack
1 layer disclosed in Parallel’s embedded-finance stack
Payments / PSP
Stripe
Accounting gap: none