Real ChatGPT answer · index seedyAD0Kp3DO60completeB2B software · AI and automation toolshowto

Can you help me estimate the monthly cost of scaling our LLM inference infrastructure based on roughly fifty thousand user queries a day?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you help me estimate the monthly cost of scaling our LLM inference infrastructure based on roughly fifty thousand user queries a day?
2 real searches · 1 real-search pass
OpenAI API model pricing input output tokens official pricing 2026Google ↗
OBSERVEDConsequence
cloud GPU instance hourly pricing NVIDIA H100 A100 official pricing 2026Google ↗
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%Consequence50%ReasonDefinitionInstructionYes / 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
OpenAI API model pricing input output tokens official pricing 2026 Google ↗
cloud GPU instance hourly pricing NVIDIA H100 A100 official pricing 2026 Google ↗
  1. Pricing · developers.openai.com
  2. Pricing · developers.openai.com
  3. Cloud GPU Pricing 2026: Compare Hourly Rates by Provider · economize.cloud
  4. GPU Cloud Price Index — Free Open Dataset (CC-BY) · gpucloudcompare.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API model pricing input output tokens official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
cloud GPU instance hourly pricing NVIDIA H100 A100 official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1