Real ChatGPT answer · index seedaCDPrqfAtxgcompleteB2B software · cloud hostinginformational

How can I set up ephemeral environments in AWS using GitHub Actions for my senior capstone project team without blowing our free tier budget?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How can I set up ephemeral environments in AWS using GitHub Actions for my senior capstone project team without blowing our free tier budget?
3 real searches · 1 real-search pass
AWS Free Tier 2026 new accounts credits free plan Lambda API Gateway S3 DynamoDB pricing official docsGoogle ↗
OBSERVEDOther / navigational
GitHub Actions configure AWS credentials OIDC official documentationGoogle ↗
OBSERVEDInstruction
AWS Budgets create budget alerts cost anomaly detection official documentationGoogle ↗
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 (3)
Short factOther / navigational67%ComparisonConsequenceReasonDefinitionInstruction33%Yes / 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
AWS Free Tier 2026 new accounts credits free plan Lambda API Gateway S3 DynamoDB pricing official docs Google ↗
GitHub Actions configure AWS credentials OIDC official documentation Google ↗
AWS Budgets create budget alerts cost anomaly detection official documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AWS Free Tier 2026 new accounts credits free plan Lambda API Gateway S3 DynamoDB pricing official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub Actions configure AWS credentials OIDC official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
AWS Budgets create budget alerts cost anomaly detection official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1