Real ChatGPT answer · index seedPgm6nIfsvEccompleteB2B software · AI and automation toolscomparison

Fine tuning Mistral versus using out of the box Claude for customer support ticket routing in a retail shop

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Fine tuning Mistral versus using out of the box Claude for customer support ticket routing in a retail shop
3 real searches · 1 real-search pass
Mistral fine tuning documentation supervised fine tuning classification models officialGoogle ↗
OBSERVEDOther / navigational
Anthropic Claude structured outputs tool use classification official documentationGoogle ↗
OBSERVEDOther / navigational
Mistral models pricing API official documentation 2026Google ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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
Mistral fine tuning documentation supervised fine tuning classification models official Google ↗
Anthropic Claude structured outputs tool use classification official documentation Google ↗
Mistral models pricing API official documentation 2026 Google ↗
  1. Pricing · mistral.ai
  2. Structured outputs · platform.claude.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Mistral fine tuning documentation supervised fine tuning classification models official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Anthropic Claude structured outputs tool use classification official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Mistral models pricing API official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1