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Scavio for Vertical Mini-Perplexity Research

Pin to 3-7 authoritative vertical sources + Scavio for SERP/social gaps + chart-as-tool-call output. Defensible because curation is the moat, not the LLM.

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The Problem

An r/buildinpublic post launched Olivepress (Perplexity-like for stocks using FRED/FMP). Wrap-Perplexity products have no defensibility; vertical curation does.

How Scavio Helps

  • Source discipline = trust
  • Scavio fills SERP/Reddit gaps authoritative sources miss
  • Chart layer differentiates from text-only
  • Per-product-month MVP <$100
  • Defensible via curation

Relevant Platforms

Google

Web search with knowledge graph, PAA, and AI overviews

Quick Start: Python Example

Here is a quick example searching Google for "TICKER analysis → FRED macro + FMP fundamentals + SEC filings + Scavio Reddit/news → LLM cites [N] per claim → render charts as native tool calls":

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 Founders shipping niche research products, content sites going deep in one vertical, builders avoiding wrapper-of-wrapper traps

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

Start with the free tier (50 credits on signup, no credit card required) and scale to paid plans when you need higher volume.

Frequently Asked Questions

Pin to 3-7 authoritative vertical sources + Scavio for SERP/social gaps + chart-as-tool-call output. Defensible because curation is the moat, not the LLM. The API returns structured JSON that you can process programmatically or feed into an AI agent for automated analysis.

For vertical mini-perplexity research, use the Google Search endpoints. 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 vertical mini-perplexity research data automatically.

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Google API

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Scrape Google with Python

Python tutorial for Google

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Build Your Vertical Mini-Perplexity Research Solution

50 free credits on signup. No credit card required. Start building with Google data today.

Get Started FreeRead the Docs
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