Overview
AI agents accumulate facts that go stale. This workflow periodically re-searches stored entities via Scavio, compares current SERP data against cached facts, and flags or auto-patches entries where the world has changed.
Trigger
Weekly cron or on entity access
Schedule
Weekly cron
Workflow Steps
1
Export entity list from agent memory
Pull all entities with a 'last_verified' timestamp older than 7 days.
2
Search each entity via Scavio Google endpoint
POST /api/v1/search for each entity name. Take top-3 results.
3
Compare SERP snippets against stored facts
LLM prompt: 'Stored fact: [X]. Current SERP says: [Y]. Has the fact changed? Return JSON {changed: bool, new_fact: string}.'
4
Patch stale entries
Update the agent's memory store with new facts and reset last_verified timestamp.
5
Log changes for audit
Append to a changelog: entity, old fact, new fact, date, source URL.
Python Implementation
Python
import requests, os, json
key = os.environ["SCAVIO_API_KEY"]
stale_entities = [{"name": "Tavily", "fact": "Pricing starts at $30/mo"}]
for entity in stale_entities:
resp = requests.post("https://api.scavio.dev/api/v1/search",
headers={"x-api-key": key},
json={"query": entity["name"] + " pricing 2026", "platform": "google", "limit": 3})
snippets = [r["snippet"] for r in resp.json().get("results", [])]
check = call_llm(f"Stored: {entity['fact']}. Current SERP: {snippets}. Changed? JSON: changed, new_fact.")
result = json.loads(check)
if result["changed"]:
print(f"UPDATE {entity['name']}: {entity['fact']} -> {result['new_fact']}")JavaScript Implementation
JavaScript
const entities = [{ name: "Tavily", fact: "Pricing starts at $30/mo" }];
for (const entity of entities) {
const resp = await fetch("https://api.scavio.dev/api/v1/search", {
method: "POST",
headers: { "x-api-key": process.env.SCAVIO_API_KEY, "Content-Type": "application/json" },
body: JSON.stringify({ query: entity.name + " pricing 2026", platform: "google", limit: 3 })
});
const snippets = (await resp.json()).results.map(r => r.snippet);
const check = await callLLM(`Stored: ${entity.fact}. SERP: ${snippets.join(" ")}. Changed? JSON.`);
if (JSON.parse(check).changed) console.log(`UPDATE ${entity.name}`);
}Platforms Used
Web search with knowledge graph, PAA, and AI overviews