How do other small business owners handle managing LLM token budgets when building internal customer support bots using Claude versus GPT-4?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do other small business owners handle managing LLM token budgets when building internal customer support bots using Claude versus GPT-4?
4 real searches · 1 real-search pass
small business developers customer support chatbot LLM token cost management RAG conversation summarization prompt caching Claude GPT-4 RedditGoogle ↗
OBSERVEDOther / navigational
Anthropic Claude API prompt caching pricing documentation context tokens 2026Google ↗
OBSERVEDOther / navigational
OpenAI API prompt caching pricing documentation GPT-4.1 GPT-4o 2026Google ↗
OBSERVEDOther / navigational
Claude vs GPT-4 customer support chatbot small business token costs community discussion RedditGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
small business developers customer support chatbot LLM token cost management RAG conversation summarization prompt caching Claude GPT-4 Reddit Google ↗
Anthropic Claude API prompt caching pricing documentation context tokens 2026 Google ↗
OpenAI API prompt caching pricing documentation GPT-4.1 GPT-4o 2026 Google ↗
Claude vs GPT-4 customer support chatbot small business token costs community discussion Reddit Google ↗
- Pricing · platform.claude.com
- Introducing Claude Haiku 5.5 \ Anthropic · anthropic.com
- AI spend becoming a budget problem · reddit.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
small business developers customer support chatbot LLM token cost management RAG conversation summarization prompt caching Claude GPT-4 Reddit OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Anthropic Claude API prompt caching pricing documentation context tokens 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI API prompt caching pricing documentation GPT-4.1 GPT-4o 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Claude vs GPT-4 customer support chatbot small business token costs community discussion Reddit OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |