how accurate is the current pg and e outage map for predicting service restoration times in rural california business parks
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). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 36 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
- Understanding Electric Outages · pge.com
- FILED 12/13/24 BEFORE THE PUBLIC UTILITIES COMMISS · docs.cpuc.ca.gov
- Report Electric Issue · pge.com
- Statewide Power Outages (Public View) · data.ca.gov
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 |
|---|---|---|---|---|---|---|---|
pg and e outage map restoration time accuracy rural areas REFORMULATION | Google ↗ AI Mode ↗ | Understand how reliable PG&E's estimated restoration times are specifically in less populated regions. | — | web_article | outage map reliability and accuracy | 1x of 3 | |
pg and e outage map restoration time accuracy rural california REFORMULATION | Google ↗ AI Mode ↗ | Find direct assessments or user feedback regarding how reliable PG&E restoration estimates are in non-urban areas. | — | web_article | outage map reliability and accuracy | 1x of 3 | |
pg and e outage map reliability restoration time accuracy REFORMULATION | Google ↗ AI Mode ↗ | The user wants to find overall assessments and user feedback regarding how reliable PG&E's outage maps are at estimating when power will return. | — | web_article | outage map reliability and accuracy | 1x of 3 | |
how reliable is pg and e outage map REFORMULATION | Google ↗ AI Mode ↗ | Find general assessments regarding the trustworthiness and accuracy of PG&E's live outage tracking tool. | — | forum/qna | outage map reliability and accuracy | 1x of 3 | |
how reliable are pge estimated restoration times REFORMULATION | Google ↗ AI Mode ↗ | Understand general consensus on whether PG&E's estimated time of restoration is trustworthy. | — | faq_page | restoration time calculation factors | 1x of 3 | |
how does pg and e calculate estimated restoration times IMPLICIT | Google ↗ AI Mode ↗ | The user seeks to understand the underlying methodology and data inputs PG&E uses to generate restoration time predictions. | — | faq_page | restoration time calculation factors | 1x of 3 | |
factors affecting pg and e power restoration estimates RELATED | Google ↗ AI Mode ↗ | Learn about the variables that cause PG&E restoration estimates to be delayed or inaccurate. | — | web_article | restoration time calculation factors | 1x of 3 | |
pg and e outage map updates delayed rural commercial areas RELATED | Google ↗ AI Mode ↗ | Investigate why and how often map updates lag behind actual conditions in remote commercial zones. | — | forum/qna | outage map reliability and accuracy | 1x of 3 | |
rural california commercial power outage recovery time statistics RELATED | Google ↗ AI Mode ↗ | The user wants data or reports specifically detailing how long commercial properties in rural areas typically wait for power restoration compared to urban zones. | — | pdf_whitepaper | rural business power recovery challenges | 1x of 3 | |
commercial power outage impact on rural california business parks RELATED | Google ↗ AI Mode ↗ | Examine how prolonged blackouts uniquely affect industrial and business parks outside major metropolitan areas. | — | case_study | rural business power recovery challenges | 1x of 3 | |
factors affecting pge power restoration time calculations RELATED | Google ↗ AI Mode ↗ | Learn the underlying mechanics and variables PG&E uses to estimate when power will return. | — | pdf_whitepaper | restoration time calculation factors | 1x of 3 | |
pg and e vs sce outage map accuracy comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to see how PG&E's tracking tools compare in accuracy against other major California utilities like Southern California Edison. | — | comparison_table | outage map reliability and accuracy | 1x of 3 | |
why do utility restoration times keep changing during outages IMPLICIT | Google ↗ AI Mode ↗ | Discover the reasons behind fluctuating or frequently extended estimated time of restoration updates. | — | faq_page | restoration time calculation factors | 1x of 3 | |
why do commercial areas get power back faster than rural ones during outages IMPLICIT | Google ↗ AI Mode ↗ | Discover the prioritization criteria utilities use between urban commercial sectors and rural ones. | — | web_article | rural business power recovery challenges | 1x of 3 | |
pg and e priority restoration commercial business parks rural ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know if commercial business parks or industrial zones receive prioritized restoration over residential neighborhoods in rural grids. | — | case_study | rural business power recovery challenges | 1x of 3 | |
pge vs southern california edison outage tracking accuracy COMPARATIVE | Google ↗ AI Mode ↗ | Compare PG&E's outage mapping and prediction capabilities with other major California utility providers. | — | comparison_table | outage map reliability and accuracy | 1x of 3 | |
can businesses rely on pge outage map for operational decisions IMPLICIT | Google ↗ AI Mode ↗ | Determine if company managers can safely use the map to decide whether to send employees home or run generators. | — | buyers_guide | outage map reliability and accuracy | 1x of 3 | |
best real time power outage tracking tools for businesses PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for alternative third-party tools or applications that businesses can use to track outages more accurately than the standard utility map. | — | review_roundup | rural business power recovery challenges | 1x of 3 | |
pge outage map data feed api reliability ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the technical backend performance and update frequency of PG&E's map data feeds. | — | api_reference | outage map reliability and accuracy | 1x of 3 | |
pge outage map vs socaled outage map accuracy comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare PG&E's predictive tracking performance with another major California utility. | — | comparison_table | outage map reliability and accuracy | 1x of 3 | |
why are pg and e restoration estimates wrong during storms REFORMULATION | Google ↗ AI Mode ↗ | The user wants explanations for the common discrepancies between predicted restoration times and actual power return dates. | — | web_article | restoration time calculation factors | 1x of 3 | |
rural california electrical grid infrastructure challenges ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand the systemic constraints of rural power grids that complicate accurate outage forecasting. | — | pdf_whitepaper | rural business power recovery challenges | 1x of 3 | |
estimated time of restoration vs actual restoration time pge statistics COMPARATIVE | Google ↗ AI Mode ↗ | Review hard performance data comparing predicted versus actual power recovery durations. | — | dataset | restoration time calculation factors | 1x of 3 | |
california public utilities commission pg and e outage performance metrics RELATED | Google ↗ AI Mode ↗ | The user wants official regulatory filings and performance audits regarding PG&E's outage communication and restoration tracking. | — | dataset | outage map reliability and accuracy | 1x of 3 | |
best backup power solutions for rural california businesses PERSONALIZED | Google ↗ AI Mode ↗ | Identify alternative power strategies for businesses facing unreliable grid restoration estimates. | — | buyers_guide | rural business power recovery challenges | 1x of 3 | |
pge high fire threat district outage tracking reliability ENTITY EXPANSION | Google ↗ AI Mode ↗ | Examine how Public Safety Power Shutoffs (PSPS) and high fire threat rules impact map accuracy in rural sectors. | — | press_release | outage map reliability and accuracy | 1x of 3 | |
how business parks prepare for inaccurate utility outage maps IMPLICIT | Google ↗ AI Mode ↗ | The user is looking for contingency planning advice for commercial property managers dealing with unreliable grid status updates. | — | checklist | rural business power recovery challenges | 1x of 3 | |
how do utilities calculate estimated restoration time REFORMULATION | Google ↗ AI Mode ↗ | Learn the methodology and algorithms utilities use to predict when power will return. | — | glossary/definition | restoration time calculation factors | 1x of 3 | |
alternative power outage trackers for california businesses ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find third-party tools, independent maps, or monitoring systems that track grid status more accurately than PG&E. | — | review_roundup | rural business power recovery challenges | 1x of 3 | |
pg and e outage map API and data feed reliability ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know about the technical reliability of PG&E's backend outage data feeds used by third-party applications. | — | api_reference | outage map reliability and accuracy | 1x of 3 | |
pge outage map customer complaints and reliability reports RELATED | Google ↗ AI Mode ↗ | Review official audits or consumer feedback regarding PG&E's communication during outages. | — | press_release | outage map reliability and accuracy | 1x of 3 | |
best backup generator strategies for rural california commercial properties PERSONALIZED | Google ↗ AI Mode ↗ | Find contingency planning advice for businesses operating in areas with unreliable utility maps and frequent outages. | — | how_to_steps | rural business power recovery challenges | 1x of 3 | |
small business experiences with pg and e outage restoration delays RELATED | Google ↗ AI Mode ↗ | The user wants anecdotal or community-driven accounts from business owners regarding actual versus predicted restoration times. | — | forum/qna | rural business power recovery challenges | 1x of 3 | |
improving rural microgrid resilience during extended power outages ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to explore alternative energy solutions like microgrids for rural business parks that suffer from unpredictable utility restoration. | — | pdf_whitepaper | rural business power recovery challenges | 1x of 3 | |
how to report inaccurate restoration times to pge PERSONALIZED | Google ↗ AI Mode ↗ | Learn the escalation path or feedback mechanism for commercial customers experiencing faulty map data. | — | faq_page | restoration time calculation factors | 1x of 3 | |
business continuity planning for extended power outages california IMPLICIT | Google ↗ AI Mode ↗ | Find actionable guidance on how commercial enterprises can maintain operations during prolonged grid failures. | — | checklist | rural business power recovery challenges | 1x of 3 |
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-3.5-flash-lite | 1 | 12 | 12 | — | 915 / 1,430 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 915 / 1,509 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 915 / 1,548 |