Real ChatGPT answer · index seedI4JSB91gH30completeB2B software · AI and automation toolscomparison

How does the cost of fine-tuning GPT-3.5 Turbo compare to using few-shot prompting with GPT-4o for our high-volume text classification pipeline?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does the cost of fine-tuning GPT-3.5 Turbo compare to using few-shot prompting with GPT-4o for our high-volume text classification pipeline?
1 real search · 1 real-search pass
OpenAI API pricing GPT-3.5 Turbo fine-tuning training input output GPT-4o pricing 2026Google ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
OpenAI API pricing GPT-3.5 Turbo fine-tuning training input output GPT-4o pricing 2026 Google ↗
  1. GPT-3.5 fine-tuning announcement · openai.com
  2. GPT-4o model pricing · developers.openai.com
  3. GPT-3.5 Turbo Model · developers.openai.com
  4. Pricing · developers.openai.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI API pricing GPT-3.5 Turbo fine-tuning training input output GPT-4o pricing 2026
OBSERVED
Google ↗
AI Mode ↗
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