Real ChatGPT answer · index seedGbL2WfnmXjccompleteB2B software · developer toolshowto

Which cloud database provider offers the most cost effective serverless scaling for an early stage B2B software startup?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which cloud database provider offers the most cost effective serverless scaling for an early stage B2B software startup?
2 real searches · 1 real-search pass
Neon pricing serverless Postgres scale to zero 2026; Supabase pricing compute pausing 2026; AWS Aurora Serverless v2 pricing 2026Google ↗
OBSERVEDReason
2026 serverless PostgreSQL database pricing Neon Supabase Aurora Serverless v2 pricing comparison startupGoogle ↗
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%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
Neon pricing serverless Postgres scale to zero 2026; Supabase pricing compute pausing 2026; AWS Aurora Serverless v2 pricing 2026 Google ↗
2026 serverless PostgreSQL database pricing Neon Supabase Aurora Serverless v2 pricing comparison startup Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Neon pricing serverless Postgres scale to zero 2026; Supabase pricing compute pausing 2026; AWS Aurora Serverless v2 pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 serverless PostgreSQL database pricing Neon Supabase Aurora Serverless v2 pricing comparison startup
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1