Real ChatGPT answer · index seednOhgyFsYqUUcompleteB2B software · AI and automation toolscomparison

Break down the total cost of ownership for running our own LLM inference pipeline versus using modular API wrappers on a shoestring budget

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

The searches the AI actually ran for this prompt.

SEED QUERY
Break down the total cost of ownership for running our own LLM inference pipeline versus using modular API wrappers on a shoestring budget
2 real searches · 1 real-search pass
2026 LLM API pricing input output tokens OpenAI Anthropic Gemini official pricingGoogle ↗
OBSERVEDConsequence
GPU cloud rental hourly pricing NVIDIA H100 A100 L4 2026 RunPod Lambda officialGoogle ↗
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 (2)
Short factOther / navigational50%ComparisonConsequence50%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
2026 LLM API pricing input output tokens OpenAI Anthropic Gemini official pricing Google ↗
GPU cloud rental hourly pricing NVIDIA H100 A100 L4 2026 RunPod Lambda official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 LLM API pricing input output tokens OpenAI Anthropic Gemini official pricing
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
GPU cloud rental hourly pricing NVIDIA H100 A100 L4 2026 RunPod Lambda official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1