The Problem
Founders spend weeks building MVPs for markets that may not exist or are too competitive. Traditional market research costs thousands. Talking to users is valuable but slow. A fast, data-driven validation pass is missing from most launch workflows.
The Scavio Solution
Run 20 keyword searches and analyze competitor density, content gaps, People Also Ask questions, and AI Overview presence. A $0.10 SERP analysis provides a data-backed market viability assessment in minutes.
Before
Before SERP validation, a founder built an invoice tool MVP over 3 weeks. After launch, they discovered 8 established competitors with strong SEO, zero search volume for their differentiator keyword, and AI Overviews answering the primary query directly.
After
After adopting SERP validation, the same founder validates ideas before coding. 20 keyword searches ($0.10) reveal competitor landscape, unserved PAA questions (feature priorities), and market demand signals. Validation time: 30 minutes. Ideas killed early save 2-4 weeks of wasted development.
Who It Is For
Startup founders, indie hackers, product managers, and solo builders who want data-backed validation before committing to building.
Key Benefits
- Validate any product idea for $0.10 in API costs
- Competitor density analysis from 20 keyword queries
- PAA questions reveal unserved customer needs
- Reddit search shows real user pain points
- AI Overview presence signals information-saturated markets
Python Example
import requests, os
H = {'x-api-key': os.environ['SCAVIO_API_KEY']}
def validate_idea(keywords):
for kw in keywords:
r = requests.post('https://api.scavio.dev/api/v1/search', headers=H,
json={'platform': 'google', 'query': kw,
'include_ai_overview': True}, timeout=10).json()
organic = r.get('organic_results', [])
paa = r.get('people_also_ask', [])
aio = r.get('ai_overview')
print(f'{kw}: {len(organic)} results, {len(paa)} PAA, '
f"AIO={'yes' if aio else 'no'}")
if paa:
print(f' Gap: {paa[0].get("question", "")}')
validate_idea(['invoice tool freelancer', 'freelance invoice automation'])JavaScript Example
const H = {'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json'};
async function validateIdea(keywords) {
for (const kw of keywords) {
const r = await fetch('https://api.scavio.dev/api/v1/search', {
method: 'POST', headers: H,
body: JSON.stringify({platform: 'google', query: kw, include_ai_overview: true})
}).then(r => r.json());
const paa = r.people_also_ask || [];
console.log(`${kw}: ${(r.organic_results||[]).length} results, ${paa.length} PAA, AIO=${r.ai_overview ? 'yes' : 'no'}`);
if (paa.length) console.log(` Gap: ${paa[0].question}`);
}
}
validateIdea(['invoice tool freelancer', 'freelance invoice automation']);Platforms Used
Web search with knowledge graph, PAA, and AI overviews
Community, posts & threaded comments from any subreddit