Real ChatGPT answer · index seedW2ceaNt94hscompleteEducation · coding bootcampsbrand

What do independent education watchdogs say about the job placement statistics published by General Assembly and Flatiron School?

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 independent education watchdogs say about the job placement statistics published by General Assembly and Flatiron School?
3 real searches · 1 real-search pass
independent watchdog General Assembly Flatiron School job placement statistics CIRR outcomes reporting audit criticismGoogle ↗
OBSERVEDReason
General Assembly job placement rate watchdog outcomes data independent audit CIRRGoogle ↗
OBSERVEDConsequence
Flatiron School job placement rate watchdog outcomes data independent audit CIRRGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence67%Reason33%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
independent watchdog General Assembly Flatiron School job placement statistics CIRR outcomes reporting audit criticism Google ↗
General Assembly job placement rate watchdog outcomes data independent audit CIRR Google ↗
Flatiron School job placement rate watchdog outcomes data independent audit CIRR Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent watchdog General Assembly Flatiron School job placement statistics CIRR outcomes reporting audit criticism
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
General Assembly job placement rate watchdog outcomes data independent audit CIRR
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Flatiron School job placement rate watchdog outcomes data independent audit CIRR
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1