Real ChatGPT answer · index seedzkbMVypz8zccompleteEducation · online courseslocal

What is the cheapest way to access the edX microcontroller programming syllabus materials and pay for the verified certificate

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cheapest way to access the edX microcontroller programming syllabus materials and pay for the verified certificate
2 real searches · 1 real-search pass
edX Microcontroller Programming course verified certificate price 2026Google ↗
OBSERVEDOther / navigational
edX "Microcontroller Programming" syllabus verified certificate price auditGoogle ↗
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
edX Microcontroller Programming course verified certificate price 2026 Google ↗
edX "Microcontroller Programming" syllabus verified certificate price audit Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
edX Microcontroller Programming course verified certificate price 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
edX "Microcontroller Programming" syllabus verified certificate price audit
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1