Real ChatGPT answer · index seedHfNQVafq12wcompleteB2B software · AI and automation toolscomparison

Comparing open source LLM fine tuning costs versus using proprietary APIs for my local real estate business

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing open source LLM fine tuning costs versus using proprietary APIs for my local real estate business
3 real searches · 1 real-search pass
2026 LLM API pricing OpenAI GPT fine tuning pricing officialGoogle ↗
OBSERVEDOther / navigational
2026 open source LLM fine tuning GPU cloud hourly pricing NVIDIA H100 A100 officialGoogle ↗
OBSERVEDReason
Anthropic API pricing 2026 officialGoogle ↗
OBSERVEDYes / no

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 / navigational33%ComparisonConsequenceReason33%DefinitionInstructionYes / no33%

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
2026 LLM API pricing OpenAI GPT fine tuning pricing official Google ↗
2026 open source LLM fine tuning GPU cloud hourly pricing NVIDIA H100 A100 official Google ↗
Anthropic API pricing 2026 official Google ↗
  1. Pricing · huggingface.co
  2. blog/train-dgx-cloud.md at main · huggingface/blog · github.com
  3. Pricing · developers.openai.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 LLM API pricing OpenAI GPT fine tuning pricing official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 open source LLM fine tuning GPU cloud hourly pricing NVIDIA H100 A100 official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Anthropic API pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1