Real ChatGPT answer · index seedC5xO0ZG4MF8completeB2B software · AI and automation toolsinformational

What is a realistic monthly LLM token budget for a small SaaS startup testing three different AI features in beta?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is a realistic monthly LLM token budget for a small SaaS startup testing three different AI features in beta?
2 real searches · 1 real-search pass
LLM API token pricing 2026 input output tokens OpenAI Anthropic official pricingGoogle ↗
OBSERVEDOther / navigational
SaaS AI beta token consumption estimate tokens per user per month AI featuresGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
LLM API token pricing 2026 input output tokens OpenAI Anthropic official pricing Google ↗
SaaS AI beta token consumption estimate tokens per user per month AI features Google ↗
  1. Pricing · developers.openai.com
  2. Understanding and counting tokens · help.openai.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LLM API token pricing 2026 input output tokens OpenAI Anthropic official pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
SaaS AI beta token consumption estimate tokens per user per month AI features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1