Real ChatGPT answer · index seed7KBgrgELMC4completeB2B software · AI and automation toolscomparison

Is it cheaper to build a custom GPT with direct SQL database connectivity or pay for a prebuilt natural language query tool

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is it cheaper to build a custom GPT with direct SQL database connectivity or pay for a prebuilt natural language query tool
2 real searches · 1 real-search pass
2026 pricing natural language to SQL tools enterprise pricing ThoughtSpot Sigma Seek AI Text2SQLGoogle ↗
OBSERVEDComparison
OpenAI API pricing 2026 GPT models pricing officialGoogle ↗
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). 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
2026 pricing natural language to SQL tools enterprise pricing ThoughtSpot Sigma Seek AI Text2SQL Google ↗
OpenAI API pricing 2026 GPT models pricing official Google ↗
  1. Pricing · platform.openai.com
  2. Pricing · developers.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 pricing natural language to SQL tools enterprise pricing ThoughtSpot Sigma Seek AI Text2SQL
OBSERVED
Google ↗
AI Mode ↗
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of 1
OpenAI API pricing 2026 GPT models pricing official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1