What is Parallel Web Systems?
Parag Agrawal's web infrastructure for AI agents — a suite of search and research APIs targeting investment research, insurance claims, contract analysis, and other long-horizon agentic tasks. Raised $100M Series B at $2B valuation in April 2026, led by Sequoia, with customers including Clay, Harvey, Notion, and Opendoor. Pair Scavio HTTP with Parallel when an agent needs both deep enterprise research workflows and structured multi-platform SERP/Reddit/YouTube/Amazon signals. Different layers, different jobs.
Searching Google Ads Transparency with Parallel Web Systems
This integration lets your Parallel Web Systems agent search Google Ads Transparency in real time via the Scavio API. The agent gets back structured JSON with top_ads, bottom_ads, ad headlines, destination URLs -- ready for reasoning and decision-making.
Setup
// fetch('https://api.scavio.dev/api/v2/google', { headers: { 'Authorization': Bearer 'KEY' } })Code Example
Here is a complete Parallel Web Systems agent that searches Google Ads Transparency using Scavio:
# Generic HTTP integration for Parallel Web Systems
# Point your framework's HTTP request tool at:
#
# POST https://api.scavio.dev/api/v2/google
# Authorization: Bearer sk_live_your_key
# Content-Type: application/json
# {"query":"your search query"}
#
# Rows come back under organic_results.
#
# Scavio has no Ads Transparency endpoint. This searches the public Ads Transparency Center pages through Google, which returns pages about the advertiser rather than the ad creatives themselves. For live ad copy on a keyword, read the top_ads and bottom_ads blocks of a POST /api/v2/google response instead.
Full Working Example
A production-ready example with error handling:
# Generic HTTP integration for Parallel Web Systems
# Point your framework's HTTP request tool at:
#
# POST https://api.scavio.dev/api/v2/google
# Authorization: Bearer sk_live_your_key
# Content-Type: application/json
# {"query":"your search query"}
#
# Rows come back under organic_results.
#
# Scavio has no Ads Transparency endpoint. This searches the public Ads Transparency Center pages through Google, which returns pages about the advertiser rather than the ad creatives themselves. For live ad copy on a keyword, read the top_ads and bottom_ads blocks of a POST /api/v2/google response instead.
Pricing
Scavio offers a free tier with 50 credits on signup (1 credit per search). No credit card required. This is enough to build and test your Parallel Web Systems integration. Paid plans start at $30/month for higher volumes.