Business energy providers
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
Classes come from the query-classifier (a local Laya model). 22 of 44 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
average commercial electricity rates per kwh RELATED | Google ↗ AI Mode ↗ | Determine benchmark energy rates to evaluate whether provider quotes are competitive. | Short fact | dataset | rates and cost calculators | 4x of 5 | |
commercial energy suppliers REFORMULATION | Google ↗ AI Mode ↗ | Identify companies that provide electricity and gas contracts to commercial properties. | Comparison | buyers_guide | green and renewable suppliers | 3x of 5 | |
commercial electricity and gas suppliers REFORMULATION | Google ↗ AI Mode ↗ | Find companies that supply electricity and natural gas to commercial enterprises. | Comparison | web_article | green and renewable suppliers | 2x of 5 | |
how to switch business energy supplier RELATED | Google ↗ AI Mode ↗ | Understand the step-by-step process of changing commercial utility providers. | Instruction | how_to_steps | switching energy suppliers | 2x of 5 | |
best commercial energy suppliers comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare top-rated business energy providers side by side based on rates and terms. | Comparison | comparison_table | supplier comparisons and reviews | 2x of 5 | |
best business energy suppliers reviews REFORMULATION | Google ↗ AI Mode ↗ | Identify the highest-rated business energy providers based on customer feedback. | Reason | review_roundup | supplier comparisons and reviews | 1x of 5 | |
best business energy rates comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare active energy rates, tariffs, and plans across major business electricity and gas providers. | Comparison | comparison_table | supplier comparisons and reviews | 1x of 5 | |
best business energy suppliers comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare ratings, features, and contract terms across top corporate utility vendors. | Comparison | comparison_table | supplier comparisons and reviews | 1x of 5 | |
how to switch business gas and electricity supplier IMPLICIT | Google ↗ AI Mode ↗ | Understand the procedural steps required to terminate an old business contract and onboard with a new energy provider. | Instruction | how_to_steps | switching energy suppliers | 1x of 5 | |
constellation vs direct energy commercial ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate two specific major commercial energy providers against each other. | Comparison | review_roundup | provider brand comparisons | 1x of 5 | |
business energy brokers vs direct suppliers COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether it is better to procure utility contracts via a third-party broker or directly from a supplier. | Comparison | buyers_guide | brokers versus direct suppliers | 1x of 5 | |
how to switch commercial electricity supplier RELATED | Google ↗ AI Mode ↗ | Understand the step-by-step process of transitioning to a new business energy contract. | Instruction | how_to_steps | switching energy suppliers | 1x of 5 | |
small business energy plans fixed vs variable COMPARATIVE | Google ↗ AI Mode ↗ | Decide whether a fixed-rate or variable-rate plan offers better risk mitigation for commercial energy. | Comparison | comparison_table | contract types and terms | 1x of 5 | |
constellation vs direct energy business plans ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate specific major energy retail entities against one another for commercial supply. | Comparison | comparison_table | provider brand comparisons | 1x of 5 | |
constellation business energy reviews and plans ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate a specific major commercial energy provider's plan offerings and reputation. | Reason | review_roundup | provider brand comparisons | 1x of 5 | |
commercial green energy suppliers renewable tariffs RELATED | Google ↗ AI Mode ↗ | Identify business suppliers that provide 100% renewable energy or net-zero corporate tariffs. | Comparison | buyers_guide | green and renewable suppliers | 1x of 5 | |
how to switch business energy suppliers RELATED | Google ↗ AI Mode ↗ | Understand the step-by-step process of transitioning from one corporate utility contract to another. | Instruction | how_to_steps | switching energy suppliers | 1x of 5 | |
best business electricity providers for small retail shop PERSONALIZED | Google ↗ AI Mode ↗ | Identify utility providers that offer tariffs tailored to small-scale commercial footprints. | Comparison | buyers_guide | small retail shop plans | 1x of 5 | |
green renewable energy plans for businesses RELATED | Google ↗ AI Mode ↗ | Explore sustainable commercial energy suppliers that offer RECs or 100% renewable tariffs. | Comparison | buyers_guide | green and renewable suppliers | 1x of 5 | |
constellation vs nrg energy business plans ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare commercial electricity contract options between major retail suppliers Constellation and NRG Energy. | Comparison | comparison_table | provider brand comparisons | 1x of 5 | |
best commercial energy provider for small retail shop PERSONALIZED | Google ↗ AI Mode ↗ | Identify utility providers specifically tailored for small retail footprints with lower consumption profiles. | Comparison | buyers_guide | small retail shop plans | 1x of 5 | |
cheap commercial energy suppliers for small business PERSONALIZED | Google ↗ AI Mode ↗ | Find affordable utility providers catered specifically to small enterprise load profiles and budgets. | Comparison | buyers_guide | small retail shop plans | 1x of 5 | |
top rated green business energy providers RELATED | Google ↗ AI Mode ↗ | Find renewable electricity and carbon-neutral gas plans for corporate sustainability goals. | Comparison | web_article | supplier comparisons and reviews | 1x of 5 | |
business green energy suppliers renewable tariffs RELATED | Google ↗ AI Mode ↗ | Find commercial energy vendors providing 100% renewable or net-zero electricity options. | Comparison | review_roundup | green and renewable suppliers | 1x of 5 | |
green renewable electricity tariffs for businesses RELATED | Google ↗ AI Mode ↗ | Explore sustainable and renewable energy options available for commercial accounts. | Comparison | buyers_guide | green and renewable suppliers | 1x of 5 | |
small business energy plans for retail shop PERSONALIZED | Google ↗ AI Mode ↗ | Find suitable tariff structures and providers tailored specifically for a small retail storefront. | Instruction | pricing_page | small retail shop plans | 1x of 5 | |
business energy brokers vs direct supplier COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether to hire a third-party broker or contract directly with an energy supplier. | Comparison | web_article | brokers versus direct suppliers | 1x of 5 | |
commercial energy bill audit checklist IMPLICIT | Google ↗ AI Mode ↗ | Verify current utility charges and usage patterns before shopping for new provider rates. | Instruction | checklist | rates and cost calculators | 1x of 5 | |
business energy contract types fixed vs variable IMPLICIT | Google ↗ AI Mode ↗ | Learn about the structural differences between commercial energy agreements to decide which provider plan fits best. | Comparison | faq_page | contract types and terms | 1x of 5 | |
fixed vs variable commercial energy contract pros and cons COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate the financial risk and stability of fixed-rate versus flexible utility tariffs. | Comparison | comparison_table | contract types and terms | 1x of 5 | |
business energy contract out of contract rates penalty IMPLICIT | Google ↗ AI Mode ↗ | Understand default or deemed rates applied when a business fails to renew an energy contract. | Consequence | faq_page | contract types and terms | 1x of 5 | |
business energy broker vs direct supplier COMPARATIVE | Google ↗ AI Mode ↗ | Decide whether to procure utilities through a third-party consultant or directly from suppliers. | Comparison | faq_page | brokers versus direct suppliers | 1x of 5 | |
corporate gas and power companies REFORMULATION | Google ↗ AI Mode ↗ | Find high-volume utility suppliers suitable for larger enterprise corporations. | Other / navigational | web_article | green and renewable suppliers | 1x of 5 | |
business energy contract renewal checklist IMPLICIT | Google ↗ AI Mode ↗ | Ensure all requirements, meter reads, and notice periods are handled before signing or renewing. | Instruction | checklist | contract types and terms | 1x of 5 | |
calculate commercial electricity bill savings RELATED | Google ↗ AI Mode ↗ | Estimate potential cost reductions by switching business energy tariffs based on kilowatt-hour usage. | Comparison | calculator/tool | rates and cost calculators | 1x of 5 | |
business energy provider quote calculator IMPLICIT | Google ↗ AI Mode ↗ | Estimate future energy expenses based on square footage and operational hours. | Comparison | calculator/tool | rates and cost calculators | 1x of 5 | |
business electricity contract cancellation terms IMPLICIT | Google ↗ AI Mode ↗ | Check for early termination fees or auto-renewal rollover traps before signing with a new provider. | Comparison | checklist | contract types and terms | 1x of 5 | |
commercial fixed vs variable tariff pricing REFORMULATION | Google ↗ AI Mode ↗ | Learn the pricing models available across corporate energy suppliers. | Comparison | pricing_page | contract types and terms | 1x of 5 | |
constellation vs direct energy business ENTITY EXPANSION | Google ↗ AI Mode ↗ | Compare service terms and offerings between two major retail business energy providers. | Comparison | comparison_table | provider brand comparisons | 1x of 5 | |
commercial energy broker vs direct supplier REFORMULATION | Google ↗ AI Mode ↗ | Decide whether to procure utilities directly from an energy supplier or via a third-party consultant. | Comparison | web_article | brokers versus direct suppliers | 1x of 5 | |
top commercial energy suppliers customer reviews RELATED | Google ↗ AI Mode ↗ | Read customer satisfaction ratings, billing accuracy reviews, and service complaints for business suppliers. | Reason | review_roundup | supplier comparisons and reviews | 1x of 5 | |
business electricity quote calculator IMPLICIT | Google ↗ AI Mode ↗ | Estimate monthly or annual business electricity costs based on specific facility usage inputs. | Comparison | calculator/tool | rates and cost calculators | 1x of 5 | |
cheap energy plans for small retail shop PERSONALIZED | Google ↗ AI Mode ↗ | Find affordable commercial electricity tariffs tailored to low-demand retail storefronts. | Comparison | pricing_page | small retail shop plans | 1x of 5 | |
commercial energy broker checklist for first-time contracts PERSONALIZED | Google ↗ AI Mode ↗ | Ensure all regulatory and contractual considerations are covered before signing a supplier agreement. | Instruction | checklist | contract types and terms | 1x of 5 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-3.8-flash | Real-search passes | 1 | 4 | 1,605571 thinking | — | $0.0060 |
| gemini-3.8-flash | Simulated passes | 5 | 1,995 | 8,1532,333 thinking | — | $0.032 |
| gemini-3.5-flash-lite | Naming clusters | 1 | 410 | 226 | — | $0.0007 |
| Total | 7 | 2,409 | 9,984 | — | $0.039 | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-10-11); output includes thinking tokens. Free tiers, caching and retries can make your bill differ.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.8-flash · real search | 1 | — | 0 | 16.7 | 4 / 1,605 | The model answered without searching |
| gemini-3.8-flash | 1 | 11 | 11 | 13.7 | 399 / 1,581 | |
| gemini-3.8-flash | 2 | 10 | 10 | 15.4 | 399 / 1,761 | |
| gemini-3.8-flash | 3 | 10 | 10 | 12.5 | 399 / 1,431 | |
| gemini-3.8-flash | 4 | 11 | 11 | 13.4 | 399 / 1,426 | |
| gemini-3.8-flash | 5 | 10 | 10 | 16.7 | 399 / 1,954 |