Real ChatGPT answer · index seedXxihttsjPswcompleteEducation · online coursescomparison

My son is a junior in high school trying to decide if the Google IT support certificate is better than starting an edX microcontroller programming syllabus.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My son is a junior in high school trying to decide if the Google IT support certificate is better than starting an edX microcontroller programming syllabus.
2 real searches · 1 real-search pass
Google IT Support Professional Certificate official Coursera skills courses duration 2026Google ↗
OBSERVEDOther / navigational
edX microcontroller programming course syllabus embedded systems Arduino C programmingGoogle ↗
OBSERVEDInstruction

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 (2)
Short factOther / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Google IT Support Professional Certificate official Coursera skills courses duration 2026 Google ↗
edX microcontroller programming course syllabus embedded systems Arduino C programming Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google IT Support Professional Certificate official Coursera skills courses duration 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
edX microcontroller programming course syllabus embedded systems Arduino C programming
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1