Real ChatGPT answer · index seedAFspmEHhCPccompleteEducation · coding bootcampscommercial

As a parent trying to guide my career-changer son, I want to know which coding bootcamps have the highest verified employment rates for software engineering jobs within six months of completion.

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

The searches the AI actually ran for this prompt.

SEED QUERY
As a parent trying to guide my career-changer son, I want to know which coding bootcamps have the highest verified employment rates for software engineering jobs within six months of completion.
3 real searches · 1 real-search pass
2025 2026 coding bootcamp employment outcomes six months CIRR reports software engineering placement rates auditedGoogle ↗
OBSERVEDConsequence
CIRR member school outcomes reports 2024 2025 employment rate 180 days software engineering bootcampGoogle ↗
OBSERVEDConsequence
coding bootcamp job placement rates 2025 audited outcomes Launch School Codesmith Hack Reactor App AcademyGoogle ↗
OBSERVEDComparison

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 / navigationalComparison33%Consequence67%ReasonDefinitionInstructionYes / 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
2025 2026 coding bootcamp employment outcomes six months CIRR reports software engineering placement rates audited Google ↗
CIRR member school outcomes reports 2024 2025 employment rate 180 days software engineering bootcamp Google ↗
coding bootcamp job placement rates 2025 audited outcomes Launch School Codesmith Hack Reactor App Academy Google ↗
  1. Explore Verified Coding Bootcamp Outcomes · cirr.org
  2. Join CIRR · cirr.org
  3. CIRR and Bootcamps · switchup.org
  4. Firsthand Education · readfirsthand.com
  5. Codesmith official website · codesmith.io
  6. Code Platoon official website · codeplatoon.org
  7. Hacktiv8 official website · hacktiv8.com
  8. Outcomes (new) · hackreactor.com
  9. Best Coding Bootcamps for Job Placement 2024 · collegeconsensus.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 coding bootcamp employment outcomes six months CIRR reports software engineering placement rates audited
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
CIRR member school outcomes reports 2024 2025 employment rate 180 days software engineering bootcamp
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
coding bootcamp job placement rates 2025 audited outcomes Launch School Codesmith Hack Reactor App Academy
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1