Real ChatGPT answer · index seedDI4rBxyepWMcompleteEducation · coding bootcampsinformational

What is the typical return on investment for small business owners who graduate from a coding bootcamp to build their own tech?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the typical return on investment for small business owners who graduate from a coding bootcamp to build their own tech?
2 real searches · 1 real-search pass
coding bootcamp outcomes report 2025 tuition cost graduate employment outcomes CIRRGoogle ↗
OBSERVEDConsequence
small business custom software development cost no-code build in-house ROI developer salary savingsGoogle ↗
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 (2)
Short factOther / navigationalComparison50%Consequence50%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
coding bootcamp outcomes report 2025 tuition cost graduate employment outcomes CIRR Google ↗
small business custom software development cost no-code build in-house ROI developer salary savings Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
coding bootcamp outcomes report 2025 tuition cost graduate employment outcomes CIRR
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
small business custom software development cost no-code build in-house ROI developer salary savings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1