ai

Scavio for AI Agent Search Quality Testing

Test and monitor the quality of search results served to AI agents. Run benchmark queries hourly to detect degradation, empty results, and stale data before they affect agent outputs.

The Problem

Search quality degradation in AI agent tools is silent. Teams discover poor search results only when users report bad agent outputs, often days after the degradation started.

How Scavio Helps

  • Hourly quality benchmarks against known-good queries
  • Detect empty results, slow responses, and stale data
  • Alert before degradation reaches users
  • Quality score trending over time
  • Cost: $1/day for hourly checks on 20 benchmarks

Relevant Platforms

Google

Web search with knowledge graph, PAA, and AI overviews

Quick Start: Python Example

Here is a quick example searching Google for "react documentation official":

Python
import requests

API_KEY = "your_scavio_api_key"

response = requests.post(
    "https://api.scavio.dev/api/v1/search",
    headers={
        "x-api-key": API_KEY,
        "Content-Type": "application/json",
    },
    json={"query": query},
)

data = response.json()
for result in data.get("organic_results", [])[:5]:
    print(f"{result['position']}. {result['title']}")
    print(f"   {result['link']}\n")

Built for AI engineering teams operating production agent systems

Scavio handles the search infrastructure — proxies, CAPTCHAs, rate limits, and anti-bot detection — so you can focus on building your ai agent search quality testing solution. The API returns structured JSON that is ready for processing, analysis, or feeding into AI agents.

Start with the free tier (250 credits/month, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

Test and monitor the quality of search results served to AI agents. Run benchmark queries hourly to detect degradation, empty results, and stale data before they affect agent outputs. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For ai agent search quality testing, use the Google Search endpoint. Each request costs 1 credit.

Yes. Scavio handles all the infrastructure — proxies, rate limits, CAPTCHAs, and anti-bot detection. Paid plans support up to 100K+ credits/month with priority support and higher rate limits.

Absolutely. Scavio integrates with LangChain, CrewAI, LlamaIndex, AutoGen, and any framework that can make HTTP requests. Build an agent that searches, analyzes, and acts on ai agent search quality testing data automatically.

Build Your AI Agent Search Quality Testing Solution

250 free credits/month. No credit card required. Start building with Google data today.