Real ChatGPT answer · index seedxcM5kOO29MEcompleteB2B software · cloud hostingcomparison

Is Heroku still too expensive compared to Railway or Render for running a simple PostgreSQL and Ruby on Rails stack today

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Heroku still too expensive compared to Railway or Render for running a simple PostgreSQL and Ruby on Rails stack today
3 real searches · 1 real-search pass
Heroku pricing dynos Postgres plans 2026 official pricing Railway pricing Render pricing Ruby on Rails PostgreSQLGoogle ↗
OBSERVEDComparison
Railway pricing hobby plan usage included $5 monthly PostgreSQL 2026 officialGoogle ↗
OBSERVEDShort fact
Render pricing web services PostgreSQL starter basic 2026 official pricingGoogle ↗
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 fact33%Other / navigational33%Comparison33%ConsequenceReasonDefinitionInstructionYes / 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
Heroku pricing dynos Postgres plans 2026 official pricing Railway pricing Render pricing Ruby on Rails PostgreSQL Google ↗
Railway pricing hobby plan usage included $5 monthly PostgreSQL 2026 official Google ↗
Render pricing web services PostgreSQL starter basic 2026 official pricing Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Heroku pricing dynos Postgres plans 2026 official pricing Railway pricing Render pricing Ruby on Rails PostgreSQL
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Railway pricing hobby plan usage included $5 monthly PostgreSQL 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Render pricing web services PostgreSQL starter basic 2026 official pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1