Real ChatGPT answer · index seed9Avlr6KNOkEcompleteEducation · coding bootcampscomparison

Can you compare the Lambda School refund policy with General Assembly so I can make sure my son is protected financially?

ChatGPTgpt-62 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 Lambda School refund policy with General Assembly so I can make sure my son is protected financially?
2 real searches · 1 real-search pass
Lambda School BloomTech refund policy tuition refund withdrawal official 2026Google ↗
OBSERVEDConsequence
General Assembly refund policy tuition withdrawal refund official 2026Google ↗
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 (2)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT2 real searches · gpt-6
Lambda School BloomTech refund policy tuition refund withdrawal official 2026 Google ↗
General Assembly refund policy tuition withdrawal refund official 2026 Google ↗
  1. Bloom Institute of Technology · bloomtech.com
  2. Upfront Tuition at BloomTech · bloomtech.com
  3. ga-public-downloads.s3.us-east-1.amazonaws.com · ga-public-downloads.s3.us-east-1.amazonaws.com
  4. FAQ · generalassemb.ly
  5. Tuition Refund Guarantee · bloomtech.com
  6. ‭TUITION REFUND GUARANTEE AGREEMENT‬ · bloomtech-catalog.s3.amazonaws.com
  7. Deferred Tuition · bloomtech.com
  8. Official regulatory information and catalogs · generalassemb.ly

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Lambda School BloomTech refund policy tuition refund withdrawal official 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
General Assembly refund policy tuition withdrawal refund official 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1