DATED EXAMPLE

How to compare OpenAI and Gemini fanout locally

How can you compare OpenAI and Gemini for “best SEO tools” without inventing missing evidence?

The public fixture records the OpenAI side. The Gemini side must be run and compared locally: Google’s Search-grounding terms limit storage, analysis and republication of Grounded Results and Search Suggestions. The tool therefore does not manufacture or archive a Gemini transcript for this page.

01

Fixed protocol

Provider
OpenAI API
Model
GPT-5.6 Luna
Tool
web_search · low context
Limits
8 searches · 500 output tokens
Provider storage
store: false
Version
native-fanout-tool/1.0.0
Open machine-readable protocol
02

Observed queries

Original query strings from the API response. These are not post-run search ideas.

27 Aug 2026, 15:13:23best SEO toolsUS · en · incomplete
  1. best SEO tools 2026 US market SEO software comparisons official pricing features
  2. Semrush SEO toolkit official features pricing
  3. Ahrefs SEO tools official features pricing
  4. Google Search Console official SEO tools

Source domains on the search action

  • ahrefs.com
  • semrush.com
  • help.ahrefs.com
  • support.google.com
  • semrush.ebundletools.com
  • static.semrush.com
  • images.g2crowd.com
  • searchenginejournal.s3.us-west-1.amazonaws.com
  • reddit.com
  • youtube.com
  • seo.com
Input
12,905 Tokens
Output
500 Tokens
Estimate
$0.0132
03

What this supports

  • OpenAI exposed four queries in one search action.
  • The branches covered a broad comparison, Semrush, Ahrefs and Google Search Console.
  • Use the local history selector to run the same input with Gemini and compare query strings on your device.
04

What it does not prove

  • No public Gemini result is shown.
  • One OpenAI run does not measure model quality.

This example is not an independent model benchmark. It documents individual API observations under a published protocol and does not reproduce the ChatGPT or Gemini consumer interface.