Real ChatGPT answer · index seedfxGymnGLTk4completeEducation · coding bootcampsbrand

What do recent graduates on Reddit actually say about the return on investment after paying full price for Flatiron School?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent graduates on Reddit actually say about the return on investment after paying full price for Flatiron School?
4 real searches · 1 real-search pass
Flatiron School recent graduates Reddit full tuition return on investment 2025 2026Google ↗
OBSERVEDShort fact
site:reddit.com/r/learnprogramming Flatiron School graduate worth it tuition job outcomes ROIGoogle ↗
OBSERVEDConsequence
site:reddit.com Flatiron School bootcamp graduate 2024 2025 job search salary debtGoogle ↗
OBSERVEDOther / navigational
site:reddit.com/r/codingbootcamp Flatiron School full price graduate review jobGoogle ↗
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 (4)
Short fact25%Other / navigational50%ComparisonConsequence25%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Flatiron School recent graduates Reddit full tuition return on investment 2025 2026 Google ↗
site:reddit.com/r/learnprogramming Flatiron School graduate worth it tuition job outcomes ROI Google ↗
site:reddit.com Flatiron School bootcamp graduate 2024 2025 job search salary debt Google ↗
site:reddit.com/r/codingbootcamp Flatiron School full price graduate review job Google ↗
  1. Read the graduate's account · reddit.com
  2. Read the graduate's account · reddit.com
  3. Read the discussion · reddit.com
  4. Read the graduate's account · reddit.com
  5. Read the AMA · reddit.com
  6. Flatiron School · flatironschool.com
  7. Read the December 2025 discussion · reddit.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Flatiron School recent graduates Reddit full tuition return on investment 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
site:reddit.com/r/learnprogramming Flatiron School graduate worth it tuition job outcomes ROI
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
site:reddit.com Flatiron School bootcamp graduate 2024 2025 job search salary debt
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:reddit.com/r/codingbootcamp Flatiron School full price graduate review job
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1