“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?”
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.
Parallel processes payments through Stripe.
Parallel was founded by Parag Agrawal and is founded in 2023, headquartered in San Francisco, CA, USA.
Parallel has raised $230M in total (latest round: Series B, April 2026; valuation: $2B post-money (April 2026)).
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