Real ChatGPT answer · index seedV3oxA7VFZnQcompleteB2B software · cloud hostingcomparison

I am tired of struggling with setting up aws iam roles and want to know if switching to heroku or railway would save me time as a solo founder

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am tired of struggling with setting up aws iam roles and want to know if switching to heroku or railway would save me time as a solo founder
2 real searches · 1 real-search pass
Railway vs Heroku vs AWS deployment platform IAM complexity managed infrastructure 2026Google ↗
OBSERVEDComparison
Railway documentation private networking environment variables deployments volumes pricing Heroku dynos managed services AWS IAM comparisonGoogle ↗
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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
Railway vs Heroku vs AWS deployment platform IAM complexity managed infrastructure 2026 Google ↗
Railway documentation private networking environment variables deployments volumes pricing Heroku dynos managed services AWS IAM comparison Google ↗
  1. Pricing · railway.com
  2. Railway website · railway.com
  3. Railway vs Heroku: Technical Comparison and Migration Guide · docs.railway.com
  4. Heroku website · heroku.com
  5. Private Networking · docs.railway.com
  6. Best Practices · docs.railway.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Railway vs Heroku vs AWS deployment platform IAM complexity managed infrastructure 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Railway documentation private networking environment variables deployments volumes pricing Heroku dynos managed services AWS IAM comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1