Real ChatGPT answer · index seedIa1xXjTG1AgcompleteEducation · coding bootcampscommercial

Can you compare the curriculum and job placement rates of General Assembly versus other top coding bootcamps in major US cities

ChatGPTgpt-66 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the curriculum and job placement rates of General Assembly versus other top coding bootcamps in major US cities
6 real searches · 1 real-search pass
2025 2026 coding bootcamp outcomes job placement rates General Assembly Codesmith App Academy Hack Reactor Flatiron School curriculum CIRRGoogle ↗
OBSERVEDConsequence
General Assembly software engineering bootcamp curriculum outcomes employment report 2024 2025Google ↗
OBSERVEDConsequence
Codesmith outcomes report CIRR 2024 2025 curriculumGoogle ↗
OBSERVEDConsequence
App Academy outcomes report CIRR 2024 2025 curriculumGoogle ↗
OBSERVEDConsequence
Hack Reactor outcomes report CIRR 2024 2025 curriculumGoogle ↗
OBSERVEDConsequence
Flatiron School outcomes report 2024 2025 job placement curriculumGoogle ↗
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 (6)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT6 real searches · gpt-6
2025 2026 coding bootcamp outcomes job placement rates General Assembly Codesmith App Academy Hack Reactor Flatiron School curriculum CIRR Google ↗
General Assembly software engineering bootcamp curriculum outcomes employment report 2024 2025 Google ↗
Codesmith outcomes report CIRR 2024 2025 curriculum Google ↗
App Academy outcomes report CIRR 2024 2025 curriculum Google ↗
Hack Reactor outcomes report CIRR 2024 2025 curriculum Google ↗
Flatiron School outcomes report 2024 2025 job placement curriculum Google ↗
  1. Firsthand Education · readfirsthand.com
  2. Explore Verified Coding Bootcamp Outcomes · cirr.org
  3. General Assembly Outcomes Report 2020 · ga-public-downloads.s3.amazonaws.com
  4. Outcomes (new) · hackreactor.com
  5. Hack Reactor · hackreactor.com
  6. Best Coding Bootcamps for Job Placement 2024 · collegeconsensus.com
  7. General Assembly Reviews and Student Outcomes · coursereport.com
  8. General​ Assembly’s​ 2026 Catalog United States · ga-public-downloads.s3.us-east-1.amazonaws.com

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Colour
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

6 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 coding bootcamp outcomes job placement rates General Assembly Codesmith App Academy Hack Reactor Flatiron School curriculum CIRR
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
General Assembly software engineering bootcamp curriculum outcomes employment report 2024 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Codesmith outcomes report CIRR 2024 2025 curriculum
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
App Academy outcomes report CIRR 2024 2025 curriculum
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Hack Reactor outcomes report CIRR 2024 2025 curriculum
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Flatiron School outcomes report 2024 2025 job placement curriculum
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1