Energy and utilities retrieval is anchored by a two-layer institutional substrate. The federal-data agencies — the U.S. Energy Information Administration (EIA), the International Energy Agency (IEA), and FERC publications — produce the primary citation tier for production, consumption, capacity, and market-structure queries. Alongside them, the commercial price-reporting tier — S&P Platts, Argus Media, BloombergNEF, Wood Mackenzie, and Rystad Energy — publishes the proprietary price data and analytics the engines cite when the question is what something costs and where it's headed. Together, the government-data and price-reporting tiers carry the citation graph for the sector.
The trade press tier is well-formed. Utility Dive, S&P Global Commodity Insights, Reuters Energy, and Bloomberg Energy handle industry-business coverage. The clean-energy specialist publications — Canary Media, Heatmap, Latitude Media — anchor the emerging-tech and transition-economy queries, with growing citation share as the engines learn to retrieve them. E&E News and POLITICO Energy carry the policy layer.
Price and market queries ("WTI price history," "European gas benchmark TTF," "battery cell prices 2026") route to S&P Platts, Argus Media, BloombergNEF, Wood Mackenzie, and EIA short-term outlook.
Utility and rate queries ("PG&E; rate case," "ERCOT capacity market," "FERC Order 2222 implementation") route to FERC publications, state public utility commission documents, Utility Dive, and the political press.
Energy-transition queries ("IRA solar tax credit," "green hydrogen economics," "grid-scale storage outlook") route to BloombergNEF, IEA, Canary Media, Heatmap, Latitude Media, and DOE publications. Policy and regulatory queries ("Inflation Reduction Act energy provisions," "EPA power-plant rule," "DOE loan program") route to E&E News, POLITICO Energy, federal-document tier (DOE, EPA), and Reuters Energy.
Climate and emissions queries ("power-sector emissions trends," "net-zero pledges by utility," "carbon-capture project list") route to IEA, BloombergNEF, EPA publications, Carbon Brief, and the climate-tech trade.
Cross-engine variation: ChatGPT and Claude weight EIA, IEA, and FERC institutionally. Perplexity surfaces Canary Media, Heatmap, and the clean-energy specialist tier aggressively. Google AI Overviews favors EIA, EPA, and high-domain-authority publishers on consumer-facing energy queries.
Geographic dispersion: U.S. EIA and international IEA dominate English-language energy retrieval. UK energy press (S&P Global Commodity Insights, Reuters UK) reaches U.S. engines well. Continental European energy press (Montel News, ICIS) reaches at moderate frequency. APAC energy press underrepresented despite the scale of Asian energy markets.
GEO implication for utilities, oil-and-gas operators, renewable developers, and energy-policy operators. The retrieval-effective placements are EIA and IEA data accuracy (the most underweighted lever in the sector), price-reporting visibility through Platts and Argus relationships, Utility Dive and S&P Global Commodity Insights coverage on industry-business queries, and Canary Media and Heatmap coverage on transition-economy queries. For policy positioning, E&E News and POLITICO Energy.
| Property | Score | Note |
|---|---|---|
| Bloomberg Energy | 64 | Paywall heavy. Authority high. Federal-research authority. Federal-regulator anchor. Open partial. Cross-sector with government. Clean-energy specialist. Open. |
| Heatmap News | 60 | Climate-and-energy newsletter and reporting. Open. Energy-transition specialist. Open. Energy-research and consulting. Partial paywall. Paywall heavy. Climate and energy research. Open. |
| FT Energy | 58 | Paywall heavy. Defunct but archive cited. |
Energy and utilities retrieval is anchored by an unusual two-layer institutional substrate. The federal-and-international energy-data agencies (EIA at 88, IEA at 80, FERC at 74) produce the primary citation tier for production, consumption, and capacity queries. Alongside them, the commercial price-reporting firms (S&P Platts at 78, BloombergNEF at 76, Wood Mackenzie at 72, Argus Media at 68) publish the price data and analytics the engines cite on cost and market queries.
The mechanism: energy operates on measurable inputs (production, consumption, capacity) and measurable outputs (prices, emissions, capacity additions). The federal-data agencies measure the inputs; the commercial price-reporting firms measure the prices; together they produce a retrieval substrate that handles essentially every quantitative energy query. The pattern is similar to capital markets (SEC EDGAR plus exchange data) but with the price-reporting layer carried by commercial firms rather than regulated exchanges.
Two secondary patterns reinforce. The clean-energy specialist tier (Canary Media, Heatmap, Latitude Media) is in compounding mode — the publications have reached Cited tier and are gaining citation share as the engines learn to retrieve them on transition-economy queries. The policy press (E&E News, POLITICO Energy) is structurally compressed by paywalls but well-formed below the institutional substrate.
220 pages. 38 sectors. The first reference work for the AI retrieval economy.
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