Solution

Automated GEO Visibility Audit Pipeline

Tracking which websites get cited in Google AI Overviews is impossible to do manually at scale. Each keyword requires a separate search, reading the AI Overview, noting cited sourc

The Problem

Tracking which websites get cited in Google AI Overviews is impossible to do manually at scale. Each keyword requires a separate search, reading the AI Overview, noting cited sources, and recording the data in a spreadsheet. For 200 target keywords, this takes an entire day of manual work and produces a snapshot that is stale by the time the spreadsheet is complete. There is no historical tracking, no alerting when citations change, and no way to measure GEO visibility trends over time.

The Scavio Solution

Build an automated pipeline using Scavio's include_ai_overview parameter that queries Google for each target keyword, extracts AI Overview citation data from the structured JSON response, stores daily snapshots, and diffs against previous snapshots to detect changes. The pipeline runs daily via cron, costs $0.005/keyword/day, and produces alerts when your domain gains or loses AI Overview citations. Historical data accumulates automatically for trend analysis.

Before

Before the pipeline, GEO audits were quarterly manual projects requiring a full day of work per 200 keywords. No historical data existed, citation changes went undetected for weeks, and the team could not answer whether GEO visibility was improving or declining.

After

After building the pipeline, GEO visibility is tracked daily across 500 keywords for $2.50/day. Citation changes trigger Slack alerts within 24 hours. Monthly trend reports show citation rate, competitor citation frequency, and AI Overview appearance rate per keyword cluster.

Who It Is For

SEO teams tracking AI Overview citations at scale. Content teams measuring whether their optimization efforts translate to GEO visibility. Agencies offering GEO auditing services to clients.

Key Benefits

  • Daily AI Overview citation tracking across hundreds of keywords
  • Automated alerts when citations appear, disappear, or change
  • Historical time-series for GEO visibility trend analysis
  • Competitor citation monitoring alongside your own domain
  • Total cost under $75/month for 500 keywords tracked daily

Python Example

Python
import requests
import json
from pathlib import Path
from datetime import datetime

API_KEY = "your_scavio_api_key"
MY_DOMAIN = "scavio.dev"

def audit_keyword(keyword: str) -> dict:
    res = requests.post(
        "https://api.scavio.dev/api/v1/search",
        headers={"x-api-key": API_KEY},
        json={"platform": "google", "query": keyword, "ai_overview": True},
        timeout=15,
    )
    res.raise_for_status()
    data = res.json()
    ai = data.get("ai_overview")
    return {
        "keyword": keyword,
        "has_ai_overview": ai is not None,
        "citations": [c.get("source", "") for c in (ai or {}).get("citations", [])],
        "my_domain_cited": any(MY_DOMAIN in c.get("source", "") for c in (ai or {}).get("citations", [])),
        "ai_text_preview": (ai or {}).get("text", "")[:200],
    }

def daily_audit(keywords: list[str]) -> dict:
    results = [audit_keyword(kw) for kw in keywords]
    date = datetime.utcnow().strftime("%Y-%m-%d")
    report = {
        "date": date,
        "total_keywords": len(keywords),
        "ai_overviews_present": sum(1 for r in results if r["has_ai_overview"]),
        "my_domain_cited": sum(1 for r in results if r["my_domain_cited"]),
        "results": results,
    }
    Path(f"geo_audit_{date}.json").write_text(json.dumps(report, indent=2))
    return report

keywords = ["best search api", "serp api pricing", "google ai overview api"]
report = daily_audit(keywords)
print(f"AI Overviews: {report['ai_overviews_present']}/{report['total_keywords']}")
print(f"My domain cited: {report['my_domain_cited']} times")

JavaScript Example

JavaScript
const API_KEY = "your_scavio_api_key";
const MY_DOMAIN = "scavio.dev";

async function auditKeyword(keyword) {
  const res = await fetch("https://api.scavio.dev/api/v1/search", {
    method: "POST",
    headers: { "x-api-key": API_KEY, "content-type": "application/json" },
    body: JSON.stringify({ platform: "google", query: keyword, ai_overview: true }),
  });
  if (!res.ok) throw new Error(`scavio ${res.status}`);
  const data = await res.json();
  const ai = data.ai_overview;
  return {
    keyword,
    hasAiOverview: !!ai,
    citations: (ai?.citations ?? []).map((c) => c.source ?? ""),
    myDomainCited: (ai?.citations ?? []).some((c) => (c.source ?? "").includes(MY_DOMAIN)),
  };
}

const keywords = ["best search api", "serp api pricing"];
const results = await Promise.all(keywords.map(auditKeyword));
const cited = results.filter((r) => r.myDomainCited).length;
console.log(`AI Overviews: ${results.filter((r) => r.hasAiOverview).length}/${keywords.length}`);
console.log(`My domain cited: ${cited} times`);

Platforms Used

Google

Web search with knowledge graph, PAA, and AI overviews

Frequently Asked Questions

Tracking which websites get cited in Google AI Overviews is impossible to do manually at scale. Each keyword requires a separate search, reading the AI Overview, noting cited sources, and recording the data in a spreadsheet. For 200 target keywords, this takes an entire day of manual work and produces a snapshot that is stale by the time the spreadsheet is complete. There is no historical tracking, no alerting when citations change, and no way to measure GEO visibility trends over time.

Build an automated pipeline using Scavio's include_ai_overview parameter that queries Google for each target keyword, extracts AI Overview citation data from the structured JSON response, stores daily snapshots, and diffs against previous snapshots to detect changes. The pipeline runs daily via cron, costs $0.005/keyword/day, and produces alerts when your domain gains or loses AI Overview citations. Historical data accumulates automatically for trend analysis.

SEO teams tracking AI Overview citations at scale. Content teams measuring whether their optimization efforts translate to GEO visibility. Agencies offering GEO auditing services to clients.

Yes. Scavio's free tier includes 250 credits per month with no credit card required. That is enough to validate this solution in your workflow.

Automated GEO Visibility Audit Pipeline

Build an automated pipeline using Scavio's include_ai_overview parameter that queries Google for each target keyword, extracts AI Overview citation data from the structured JSON re