Real ChatGPT answer · index seedpVwWmxYKbC0completeB2B software · AI and automation toolscomparison

Compare the token-level cost efficiency of fine-tuning GPT-3.5 Turbo versus prompt engineering Claude 3 Haiku for sentiment analysis.

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the token-level cost efficiency of fine-tuning GPT-3.5 Turbo versus prompt engineering Claude 3 Haiku for sentiment analysis.
2 real searches · 1 real-search pass
OpenAI GPT-3.5 Turbo fine-tuning pricing training input output tokens official pricingGoogle ↗
OBSERVEDOther / navigational
Anthropic Claude 3 Haiku pricing input output tokens 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 / navigational50%Comparison50%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
OpenAI GPT-3.5 Turbo fine-tuning pricing training input output tokens official pricing Google ↗
Anthropic Claude 3 Haiku pricing input output tokens official Google ↗
  1. GPT-3.5 Turbo Model · developers.openai.com
  2. Pricing · developers.openai.com
  3. Pricing \ Anthropic · anthropic.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI GPT-3.5 Turbo fine-tuning pricing training input output tokens official pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Anthropic Claude 3 Haiku pricing input output tokens official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1