Real ChatGPT answer · index seedQe4BcqAwAT8completeEducation · certificationscommercial

I need to buy a Linux Foundation certification voucher by the end of the week so can you check if any holiday sales or special promo codes are currently running?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to buy a Linux Foundation certification voucher by the end of the week so can you check if any holiday sales or special promo codes are currently running?
1 real search · 1 real-search pass
Linux Foundation certification voucher promo code holiday sale November 2026 discountGoogle ↗
OBSERVEDOther / navigational

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (1)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Linux Foundation certification voucher promo code holiday sale November 2026 discount Google ↗
  1. Open Source Training · training.linuxfoundation.org
  2. October Prime 2026 - Linux Foundation · training.linuxfoundation.org
  3. Linux Foundation Newsletter: October 2026 · linuxfoundation.org
  4. Cyber Week Savings Are Here! · training.linuxfoundation.org
  5. Promotions FAQ - Linux Foundation · training.linuxfoundation.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Linux Foundation certification voucher promo code holiday sale November 2026 discount
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1