Real ChatGPT answer · index seedvjxKxpEqEDkcompleteB2B software · AI and automation toolsbrand

What are the real-world cost savings of migrating from GPT-4o API calls to fine-tuned open source models for repetitive text extraction tasks?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the real-world cost savings of migrating from GPT-4o API calls to fine-tuned open source models for repetitive text extraction tasks?
3 real searches · 1 real-search pass
OpenAI GPT-4o API pricing input output tokens official pricing 2026Google ↗
OBSERVEDOther / navigational
open source LLM inference pricing Llama 3.1 8B hosted API per million tokens pricing 2026Google ↗
OBSERVEDComparison
GPU cloud hourly pricing NVIDIA L4 A10 2026 inference hostingGoogle ↗
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 (3)
Short factOther / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
OpenAI GPT-4o API pricing input output tokens official pricing 2026 Google ↗
open source LLM inference pricing Llama 3.1 8B hosted API per million tokens pricing 2026 Google ↗
GPU cloud hourly pricing NVIDIA L4 A10 2026 inference hosting Google ↗
  1. GPT-4o Model · developers.openai.com
  2. Inference Pricing · iframe.ai

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI GPT-4o API pricing input output tokens official pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
open source LLM inference pricing Llama 3.1 8B hosted API per million tokens pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
GPU cloud hourly pricing NVIDIA L4 A10 2026 inference hosting
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1