Real ChatGPT answer · index seedXOHZygvaa9ccompleteEducation · online coursescommercial

What do recent alumni say about the career support services included with the edX verified certificate in artificial intelligence and machine learning?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent alumni say about the career support services included with the edX verified certificate in artificial intelligence and machine learning?
3 real searches · 1 real-search pass
edX artificial intelligence machine learning verified certificate career services alumni reviews 2026Google ↗
OBSERVEDOther / navigational
edX "artificial intelligence and machine learning" "career support" verified certificate alumni reviewsGoogle ↗
OBSERVEDReason
edX "career support services" "verified certificate" AI machine learning alumniGoogle ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
edX artificial intelligence machine learning verified certificate career services alumni reviews 2026 Google ↗
edX "artificial intelligence and machine learning" "career support" verified certificate alumni reviews Google ↗
edX "career support services" "verified certificate" AI machine learning alumni Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
edX artificial intelligence machine learning verified certificate career services alumni reviews 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
edX "artificial intelligence and machine learning" "career support" verified certificate alumni reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
edX "career support services" "verified certificate" AI machine learning alumni
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1