Real ChatGPT answer · index seed4qXaRMma8GIcompleteTelecom and utilities · water and gas utilitiesinformational

Can switching natural gas aggregation programs lower municipal utility costs for small business owners in Illinois?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can switching natural gas aggregation programs lower municipal utility costs for small business owners in Illinois?
3 real searches · 1 real-search pass
Illinois natural gas municipal aggregation small business commercial customer supplier choice ICC municipal aggregation natural gasGoogle ↗
OBSERVEDComparison
Illinois Commerce Commission natural gas choice program small commercial customers municipal aggregation natural gasGoogle ↗
OBSERVEDComparison
Illinois municipal aggregation natural gas program municipal aggregation electricity natural gas Illinois lawGoogle ↗
OBSERVEDReason

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 / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Illinois natural gas municipal aggregation small business commercial customer supplier choice ICC municipal aggregation natural gas Google ↗
Illinois Commerce Commission natural gas choice program small commercial customers municipal aggregation natural gas Google ↗
Illinois municipal aggregation natural gas program municipal aggregation electricity natural gas Illinois law Google ↗
  1. Frequently Asked Questions · icc.illinois.gov
  2. Municipal Aggregation · plugin.illinois.gov
  3. 20 ILCS 3855/1-92 · ilga.gov
  4. Municipal Aggregation · ipa.illinois.gov
  5. Glossary of Terms · icc.illinois.gov
  6. 220 ILCS 5/ Public Utilities Act. · ilga.gov
  7. Consumer Education · iccqa.illinois.gov
  8. Illinois Commerce Commission – Natural Gas Choice · icc.illinois.gov
  9. Natural Gas Choice – Frequently Asked Questions · icc.illinois.gov
  10. Understanding Your Natural Gas Bill · icc.illinois.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Illinois natural gas municipal aggregation small business commercial customer supplier choice ICC municipal aggregation natural gas
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Illinois Commerce Commission natural gas choice program small commercial customers municipal aggregation natural gas
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Illinois municipal aggregation natural gas program municipal aggregation electricity natural gas Illinois law
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1