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Parallel Web Systems Raises $100 Million to Scale Real-Time Web Access for AI

The startup led by Parag Agrawal supplies APIs that deliver curated web tokens directly into AI models to reduce errors.

Overview

  • The Series A values Parallel at $740 million and was co-led by Kleiner Perkins and Index Ventures.
  • Spark Capital joined the round alongside existing backers including Khosla Ventures, First Round Capital and Terrain.
  • Parallel’s infrastructure lets AI agents query the live web and returns optimized content tokens for model context windows, which the company says improves accuracy and lowers costs.
  • Enterprises are using the system for tasks such as writing software code, analyzing sales data and assessing insurance underwriting risk.
  • Part of the new capital will support work on an open market mechanism to compensate publishers for access to content behind paywalls, with details yet to be disclosed.