Real ChatGPT answer · index seedtrFqpKDggLgcompleteB2B software · AI and automation toolscomparison

Managing LLM token budgets is getting expensive for my freelance writing business, so is Claude Pro actually cheaper than OpenAI Team tier right now?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Managing LLM token budgets is getting expensive for my freelance writing business, so is Claude Pro actually cheaper than OpenAI Team tier right now?
2 real searches · 1 real-search pass
Claude Pro pricing 2026 monthly annual usage limits official Anthropic pricingGoogle ↗
OBSERVEDComparison
OpenAI ChatGPT Team pricing 2026 per user monthly annual minimum seats 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%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
Claude Pro pricing 2026 monthly annual usage limits official Anthropic pricing Google ↗
OpenAI ChatGPT Team pricing 2026 per user monthly annual minimum seats official Google ↗
  1. What is the Pro plan? · support.claude.com
  2. Business Pricing · openai.com
  3. Managing billing and seats in ChatGPT Business · help.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Claude Pro pricing 2026 monthly annual usage limits official Anthropic pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
OpenAI ChatGPT Team pricing 2026 per user monthly annual minimum seats official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1