Scavio for Product Validation Agent

The Problem

Founders spend weeks validating ideas that a 5-minute multi-platform search could have killed or confirmed. Google shows competitor density, Reddit shows real pain, Amazon shows pricing anchors.

How Scavio Helps

• 3-platform search in one API key
• Google: count ads + organic competitors for market density
• Reddit: find real user pain points in their own language
• Amazon: pricing anchors and review sentiment for physical analogs
• Go/no-go scorecard: demand, competition, pricing gap

Relevant Platforms

Quick Start: Python Example

Here is a quick example searching Google for "Idea: 'AI-powered resume builder' → Google: 15 ads (high competition) → Reddit: 200+ threads asking for resume help (high demand) → Amazon: resume books $15-25 (low digital anchor) → Verdict: demand exists but crowded, needs differentiation":

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 Solo founders, indie hackers, product managers evaluating new features, startup accelerator participants

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

Start with the free tier (500 credits/month, no credit card required) and scale to paid plans when you need higher volume.