How AI Search Is Recommending Solar Energy: Monthly Trends
This analysis is based on the source benchmark: Solar Energy: 2026 AI Visibility Market Discovery Index
Key Takeaways
- Sunrun remained the category leader in October with 79.7% valid recommendation coverage and stronger rank-one placement.
- Palmetto Solar was the only significant riser versus the July baseline, reaching 68.5% and narrowing the gap with Sunrun.
- SunPower, Freedom Forever, Trinity Solar, Blue Raven Solar, and Elevation all declined against the July baseline, with Freedom Forever and Trinity Solar falling for a third straight month.
- AI platforms produced 53 high-severity factual inconsistencies, especially around operating status, ownership, and installed capacity for SunPower, Freedom Forever, Blue Raven Solar, and Sunrun.
Executive Summary
Sunrun remains the category leader in October 2026 at 79.7% valid recommendation coverage. Palmetto Solar holds second place at 68.5%, an 11.2-point spread that has narrowed since July as Palmetto posted the strongest gain of the series. Sunrun's own position strengthened relative to September, up 8.6 points from 71.1%, a move the benchmark classifies as significant. Palmetto Solar rose 9.6 points from September's 58.9%, also significant, and now sits at its highest coverage of the four-month series.
Palmetto Solar is the only significant riser measured against the July baseline, up 10.5 points from 58.0%, and its top-three rate climbed from 41.0% to 53.7%. Sunrun's baseline move (76.8% to 79.7%) is within normal variation, though its rank-one rate rose from 39.3% to 45.8%.
Five tracked brands are classified as significant decliners against the July baseline: Blue Raven Solar (down 7.3 points to 48.6%), Elevation (down 6.2 points to 4.2%), Freedom Forever (down 6.7 points to 10.1%), SunPower (down 10.4 points to 17.5%), and Trinity Solar (down 4.9 points to 11.5%). Freedom Forever and Trinity Solar each recorded a third consecutive month of decline.
The wider pattern is a category pulling apart rather than moving together. Sunrun and Palmetto Solar both strengthened in October while the mid-tier and trailing brands eroded, and the Palmetto Solar to SunPower coverage gap has widened in each of the four tracked months, from 30.1 points in July to 51.0 points in October.
This benchmark evaluated 800 prompt-surface observations in both July and October 2026 (498 unique questions in October, compared with 456 in July). All 800 prompts mentioned a tracked brand or competitor in each month; 636 were relevant and 164 irrelevant in October, compared with 686 relevant and 114 irrelevant in July. The public metrics use the 428 observations that qualified in October, down from 488 in July.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Oct 2026
- Sunrun79.7%
- Palmetto Solar68.5%
- Blue Raven Solar48.6%
- Momentum Solar43.0%
- Tesla Wall Connector (Tesla, Inc.)33.6%
- SunPower17.5%
- Trinity Solar11.5%
- Freedom Forever10.1%
- Elevation4.2%
- Sunnova3.7%
- Tesla Solar0.0%
Key Findings
Signal | October 2026 finding |
|---|---|
Category leader | Sunrun leads with 79.7% valid recommendation coverage, up 8.6 points from September |
Largest riser | Palmetto Solar, up 10.5 points from the July baseline to 68.5% coverage |
Largest decliner | SunPower, down 10.4 points from July to 17.5% coverage |
Multi-month slides | Freedom Forever and Trinity Solar each declined for a third consecutive month |
Widening gap | Palmetto Solar leads SunPower by 51.0 points, a gap that has widened every tracked month |
Category status | Mixed: one significant riser, five significant decliners, four stable brands |
AI Response Inconsistency Alerts
AI platforms surfaced 53 critical or high-severity factual inconsistencies across 8 platforms in October 2026. The conflicts cluster around company operating status, ownership, and capacity figures, and they matter commercially because a buyer asking a simple availability question can receive opposite answers depending on which surface they use.
SunPower
SunPower accounts for 29 of the 53 detected inconsistencies, spanning 6 platforms. The dominant conflict is whether the company is currently operating. When asked "What happened to SunPower solar company?", ChatGPT stated that the original SunPower Corporation went bankrupt in 2024 and that the current brand is a post-bankruptcy successor assembled by Complete Solar, citing Reuters coverage of the bankruptcy court's approval of a stalking horse bid and SunPower's own acquisition announcement. Copilot, answering the same question, stated that SunPower is still operating in 2026 as the same company, reporting financial results and restructuring, citing the company's investor relations releases. A closely related conflict appears when the same question is asked again: ChatGPT reports that SunPower filed for Chapter 11 bankruptcy in August 2024, while Copilot states that SunPower has not gone bankrupt and remains in operation.
The operating status conflict recurs across purchase-intent questions. When asked "Who is the best supplier of solar panels?", Gemini described SunPower and Maxeon as a top premium panel brand with robust 25-year warranties, presented as an active and viable supplier. Copilot, on the same question, stated that SunPower filed for bankruptcy in recent years. When asked "What is the best energy company for solar?", Perplexity noted SunPower for high-efficiency panels and strong nationwide coverage as a current leading option, while Copilot stated that SunPower went bankrupt in 2024 and should be avoided.
The pattern repeats across reputation and ranking prompts. When asked "Which is the best solar provider?", AI Overviews rated SunPower highly for purchases and system efficiency while Copilot stated the company went bankrupt in 2024. On "Which solar company has the best reputation?", AI Mode described SunPower as frequently rated the best overall provider with high-quality panels and strong industry accolades, while Copilot advised avoiding companies with unstable finances and cited the bankruptcy. On "What is the best company to install solar panels?", AI Overviews rated SunPower highly for premium panel efficiency, while Copilot stated the company filed for bankruptcy in 2024 to 2026 and should be avoided. Perplexity and Copilot divided the same way on "Which solar company is the best?", "Who is the best solar company to use?", "Which company is best for solar installation?", and "Who is the best solar provider?"
A separate conflict concerns whether Solaria bought SunPower. When asked "Did Solaria buy SunPower?", ChatGPT answered no, stating that Complete Solaria acquired certain SunPower assets rather than the entire corporation, citing SunPower's acquisition announcement and SEC filings. Gemini answered yes, stating that Complete Solaria acquired key assets from SunPower, citing the company's Wikipedia entry. SunPower's own acquisition page was flagged on both sides, with the excerpt noting that SunPower Inc., formerly Complete Solaria, purchased certain assets in a transaction that closed on September 30, 2024.
A third conflict concerns ranking and capacity. When asked "What are the top three solar companies in the US?", ChatGPT did not list SunPower among the top three, while Copilot listed SunPower as the number three top solar company in the US in 2026 with 124,000 installs and 1.4 GW capacity, citing a solar installer ranking site and a solar savings guide.
Freedom Forever
Freedom Forever accounts for 10 detected inconsistencies across 5 platforms. The core conflict is company identity and operating status. When asked "What happened to Freedom Solar?", AI Overviews stated that Freedom Forever and Freedom Solar Power are separate companies and that Freedom Solar Power remains operational. Copilot, on the same question, stated that Freedom Solar, formally Freedom Forever, filed for bankruptcy, citing industry coverage of a Chapter 11 filing with debts over $500 million.
The operating status conflict recurs across purchase and reputation prompts. When asked "Who is the best company to install solar panels?", AI Mode described Freedom Forever as a top national solar company best for production guarantees, while Copilot stated the company filed for bankruptcy in 2026 and should be avoided. On "Who is the best solar company to go with?", AI Overviews described Freedom Forever as a top national provider with widespread installation reach and reliable 25-year production guarantees, while Copilot advised avoiding the company due to shaky financials. On "Which solar power company is the best?", Gemini described Freedom Forever as a top national provider known for large-scale operations and solid production guarantees, while Copilot stated the company filed for Chapter 11 in April 2026 and should be avoided.
The same split appears on reputation and regional prompts. When asked "Which solar company has the best reputation?", ChatGPT described Freedom Forever as consistently well regarded with strong installation guarantees and a large installer network, while Copilot advised avoiding companies with unstable finances and cited the bankruptcy. On "Which solar panel installer is best?", Gemini recommended Freedom Solar Power as a top national installer for high-end equipment and warranties, while Copilot advised against signing with the company. AI Mode and Copilot divided the same way on "Which solar company is best for home?", as did Gemini and Copilot on "Which company is best for solar rooftops?" and "Which company is best for solar energy?", and AI Overviews and Copilot on "Who is the best solar company out there?"
Blue Raven Solar
Blue Raven Solar accounts for 8 detected inconsistencies across 6 platforms, concentrated in ownership. When asked "Is Blue Raven Solar owned by SunPower?", Perplexity stated that Blue Raven Solar was acquired by SunPower in 2021 but that SunPower later went through bankruptcy and asset sales, affecting Blue Raven's branding and assets, citing 2021 acquisition coverage and SunPower's acquisition announcement. Copilot, on the same question, stated that Blue Raven Solar is owned by SunPower and is fully part of the company, citing the original 2021 acquisition press release and a solar industry explainer.
The ownership conflict repeats across platforms. AI Mode stated that Blue Raven Solar is not currently owned by SunPower and operates as a division of Complete Solar or Complete Solaria, while Copilot stated the opposite. Gemini stated that Blue Raven operates as a core part of a newly structured SunPower Inc. distinct from the original legal entity that went bankrupt, while Copilot stated it is owned by the original SunPower Corporation under its umbrella. ChatGPT stated that Blue Raven is no longer owned by SunPower Corporation and is part of the company that acquired its assets, while Copilot again stated it is owned by SunPower.
A pricing conflict accompanies the ownership conflict. When asked "What company bought Blue Raven Solar?", ChatGPT gave an acquisition figure of roughly 52.7 million dollars while AI Overviews and AI Mode each gave 45 million dollars, with a flagged solar industry source on the second side supporting the 45 million dollar figure.
Sunnova
Sunnova accounts for 1 detected inconsistency, across 2 platforms. When asked "Is Sunnova Energy a good company?", AI Overviews presented Sunnova as an operating company with a 25-year warranty and ongoing customer service issues, with no mention of bankruptcy or ceased operations, citing review and supplier profile pages. Copilot stated that Sunnova filed for bankruptcy in June 2025 and that its stock collapsed over 95%, raising long-term viability concerns, citing a review site and market data pages. A flagged EnergySage supplier page on the Copilot side carried the notation that the installer is permanently closed.
Sunrun
Sunrun accounts for 3 detected inconsistencies across 3 platforms, all concerning installed capacity. When asked "What are the top three solar companies in the US?", ChatGPT reported 8.7 GW of networked residential solar capacity as of June 30, 2026, citing a Wood Mackenzie industry review and a Sunrun SEC filing, while Copilot reported 2.8 GW, citing a solar installer ranking site and a savings guide. When asked "Who is the largest residential solar company?", AI Overviews reported over 7.5 GW installed while Copilot reported 2.8 GW across 388,000 installations. ChatGPT and Copilot divided the same way again on the same question, with ChatGPT reporting 8.4 GW of networked capacity at the end of 2025 against Copilot's 2.8 GW.
Trinity Solar
Trinity Solar accounts for 2 detected inconsistencies across 4 platforms. When asked "sunrun vs trinity solar", AI Overviews keyword surfaces stated that a lease or PPA option is available for Trinity Solar but often partnered with third parties such as Sunnova, while AI Mode keyword surfaces stated there are no leases or PPAs and that the company focuses on purchases, loans, and cash ownership. A flagged review source on the first side supported the presence of lease and power purchase agreement coverage. Separately, when asked "Who is the biggest solar installer?", ChatGPT stated that Trinity Solar is number one in the 2026 residential installer ranking by installed capacity for 2025 installations, citing an industry ranking, while Copilot stated that Sunrun holds the top spot with nearly 389,000 installations nationwide, citing an installer directory.
Benchmark Context
Questions This Section Answers
- How many prompts actually qualified for the October analysis, and how does that compare with July?
- Which AI surfaces contributed qualified observations in each month?
- What changed in the benchmark-level metrics between July and October?
The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.
Research stage | Jul 2026 | Oct 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations collected | 800 | 800 | Total prompts run across the AI/search surface universe |
Unique questions | 456 | 498 | Distinct questions after de-duplication |
Brand / competitor mentions | 800 | 800 | Prompts mentioning a tracked brand or competitor |
Relevant prompts | 686 | 636 | Prompts relevant to the solar energy category |
Irrelevant prompts | 114 | 164 | Prompts not relevant to the category |
Qualified benchmark observations | 488 | 428 | Public denominator after qualification |
Qualified surface breadth | 6 | 6 | AI surface families with qualified observations: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, AI Mode |
The metrics below summarize benchmark-wide behavior across both months, using the qualified observation set as the denominator.
Benchmark-Level Metrics
Metric | Jul 2026 | Oct 2026 | Change |
|---|---|---|---|
Qualified observations | 488 | 428 | Down 60 |
Companies tracked | 10 | 10 | Flat |
Recommendation-shaped answer share | 61.1% | 67.8% | Up 6.7 points |
Valid recommendation shortlist share | 86.3% | 88.8% | Up 2.5 points |
Category leader by coverage | Sunrun (76.8%) | Sunrun (79.7%) | Leader stable, coverage up |
The qualified set narrowed in October, with 428 observations surviving qualification against 488 in July, even as the collected prompt volume held at 800. September's qualified set stood at 491 before the October contraction, and the October response mix carried fewer factual answers (34, down from 111 in August) alongside a higher valid recommendation shortlist share of 88.8%.
AI Recommendation Trend
Questions This Section Answers
- Which solar brands gained or lost valid recommendation coverage between July and October?
- How does the gap between the category leader and the trailing brands compare with July?
Sunrun Holds the Lead as Palmetto Solar Closes the Series at a High
Brand | Jul 2026 | Oct 2026 | Movement | Oct 2026 rank |
|---|---|---|---|---|
Sunrun | 76.8% | 79.7% | Up 2.9 points | 1st |
Palmetto Solar | 58.0% | 68.5% | Up 10.5 points | 2nd |
Blue Raven Solar | 55.9% | 48.6% | Down 7.3 points | 3rd |
Momentum Solar | 46.7% | 43.0% | Down 3.7 points | 4th |
Tesla Wall Connector (Tesla, Inc.) | 38.9% | 33.6% | Down 5.3 points | 5th |
SunPower | 27.9% | 17.5% | Down 10.4 points | 6th |
Trinity Solar | 16.4% | 11.5% | Down 4.9 points | 7th |
Freedom Forever | 16.8% | 10.1% | Down 6.7 points | 8th |
Elevation | 10.4% | 4.2% | Down 6.2 points | 9th |
Sunnova | 2.5% | 3.7% | Up 1.2 points | 10th |
Palmetto Solar's 10.5-point baseline gain is the only significant riser in the cohort, and Sunrun's 8.6-point September-to-October move is the largest single-month advance in the series. The category-level pattern therefore comes from the combination of two brands pulling clear at the top and a broad set of smaller declines underneath, rather than a single dominant shift.
What Changed This Month
Questions This Section Answers
- Which solar brands posted the largest coverage moves in October, and were those moves significant?
- Where did the steepest declines and sentiment drops concentrate in October?
Palmetto Solar: The Category's Only Significant Riser
Palmetto Solar's valid recommendation coverage reached 68.5% in October, up from 58.9% in September and 58.0% in July, a 10.5-point baseline gain the benchmark classifies as significant. The September-to-October move alone is 9.6 points, also significant, and the brand has now risen in two consecutive months.
The top-three rate climbed from 41.0% in July to 53.7% in October, a 12.7-point gain. Rank-one placement rose from 9.8% to 13.1%. Raw mention presence rose from 62.3% to 73.1%.
The distinction worth noticing is that Palmetto Solar's gain is broad rather than concentrated in rank-one placement. The brand is appearing more often, and converting more of those appearances into top-three shortlist positions, without yet converting them into first-place recommendations at the same rate.
Highest-priority diagnostic: Which prompt categories drove the top-three gains, and whether the widened leads over SunPower, Blue Raven Solar, and Freedom Forever trace to the same prompt sets or to different ones.
Sunrun: Leader Extends on Both Coverage and Rank
Sunrun's valid recommendation coverage stands at 79.7% in October, up 8.6 points from September's 71.1%, a move the benchmark classifies as significant. Measured from the July baseline of 76.8%, the 2.9-point gain is within normal month-to-month variation.
The top-three rate rose from 64.1% in July to 73.6% in October, a 9.5-point gain. Rank-one placement rose from 39.3% to 45.8%, giving the brand 196 rank-one results. Raw mention presence held essentially flat at 92.5%, against 92.4% in July.
Sunrun's October gain is a conversion story rather than a reach story. Its mention footprint is unchanged across the series, but a larger share of those mentions now resolve into top-three and first-place recommendations. The brand holds a stable leadership position while widening its distance from the rest of the cohort.
Highest-priority diagnostic: Which surfaces moved Sunrun from broad mention presence into first-place placement, and whether that shift is concentrated in AI Overviews or distributed across the full surface set.
SunPower: Steepest Baseline Decline and the Widest Sentiment Drop
SunPower's valid recommendation coverage fell from 27.9% in July to 17.5% in October, a 10.4-point decline the benchmark classifies as significant. The September-to-October move (18.7% to 17.5%) is within normal variation.
Raw mention presence fell from 45.5% to 39.0%. Net sentiment fell from 0.7 in July to 0.4 in October, and negative visibility rose from 4.3% to 9.1%. The brand holds 75 valid recommendations in October, down from 136 in July.
For SunPower, coverage, presence, and sentiment are all moving in the same direction, and the conflicts documented above show AI systems disagreeing about whether the company is even operating. The brand's 51.0-point gap behind Palmetto Solar has widened in each tracked month of the series, from 30.1 points in July. This is a category-wide pattern rather than a single brand's problem: it describes how far apart the leading and trailing recommendation positions have become within the current data, not why.
Highest-priority diagnostic: Which specific prompts and surfaces carry the negative characterization, and which of the cited evidence sources sit behind the operating status disagreement.
Blue Raven Solar: Baseline Decline with a Two-Month Recovery
Blue Raven Solar's valid recommendation coverage fell from 55.9% in July to 43.2% in August, then recovered to 46.2% in September and 48.6% in October. The baseline decline of 7.3 points is classified as significant; the 2.4-point September-to-October gain is not.
The top-three rate fell from 42.0% in July to 32.5% in October, a 9.5-point decline. Rank-one placement fell from 9.4% to 3.7%. Raw mention presence declined from 59.4% to 52.1%. The brand holds 208 valid recommendations in October against 273 in July.
Blue Raven Solar is recovering coverage while still losing placement competition. Its mention presence and shortlist inclusion improved from the August low, but its share of top-three and first-place results remains well below July, and the conflicts above show AI systems disagreeing about its current ownership.
Highest-priority diagnostic: Which surfaces continue to place Blue Raven Solar below the top three, and whether the ownership disagreement affects how AI systems position the brand in shortlists.
Freedom Forever and Trinity Solar: Third Consecutive Month of Decline
Freedom Forever's valid recommendation coverage fell from 16.8% in July to 15.0% in August, 11.4% in September, and 10.1% in October, a 6.7-point baseline decline the benchmark classifies as significant. The brand holds 43 valid recommendations in October, down from 82 in July. Net sentiment fell from 0.5 in July to 0.0 in October, and negative visibility reached 10.3%.
Trinity Solar's coverage fell from 16.4% to 15.0% to 12.4% to 11.5%, a 4.9-point baseline decline classified as significant. Raw mention presence declined from 21.1% to 17.1%. The brand holds 49 valid recommendations in October, down from 80 in July.
Both brands have now declined in each of the last three months, and the conflicts documented above show AI systems describing Freedom Forever in incompatible operating terms. For Freedom Forever, the slow coverage erosion runs alongside a sharp sentiment drop. For Trinity Solar, the erosion is steadier and tracks a declining mention footprint.
Highest-priority diagnostic: Whether Freedom Forever's sentiment decline and the operating status disagreement share a common set of cited sources, and whether Trinity Solar's mention decline concentrates on particular surfaces or prompt categories.
Elevation and Momentum Solar: Small-Base Moves
Elevation's coverage fell from 10.4% in July to 4.2% in October, a 6.2-point decline the benchmark classifies as significant, though the brand gained 0.1 points from September. Elevation holds 18 valid recommendations in October, down from 51 in July, and its rank-one count stands at 1. Raw mention presence fell from 10.7% to 4.4%.
Momentum Solar's coverage stands at 43.0% in October, down 3.7 points from July's 46.7%, a move within normal variation, and up 5.1 points from September, also within normal variation. Its top-three rate of 24.8% is up 1.0 point from July, and rank-one placement is 4.7%, up 0.2 points.
Elevation's proportional decline is amplified by a small base of 18 valid recommendations, so a handful of placement shifts moves the percentage sharply. Momentum Solar's position is comparatively steady: its coverage sits between its July and September marks while the underlying placement metrics held close to baseline.
Highest-priority diagnostic: Whether Elevation's losses concentrate in prompts tied to its regional footprint, and whether Momentum Solar's September-to-October gain came from prompts it previously lost or from newly entering prompt types.
Tesla Wall Connector (Tesla, Inc.) and Sunnova: Stable Positions
Tesla Wall Connector (Tesla, Inc.) holds 33.6% coverage in October, down 5.3 points from its July mark of 38.9%, a move the benchmark does not classify as significant. Its top-three rate rose from 18.2% to 22.2%, and rank-one placement rose from 1.2% to 5.8%. The brand holds 144 valid recommendations in October.
Sunnova holds 3.7% coverage in October, up 1.2 points from July's 2.5% and down 1.6 points from September's 5.3%, neither move significant. Its rank-one rate remains at 0.0% and top-three rate is 1.4%. The brand holds 16 valid recommendations in October.
Tesla Wall Connector's coverage decline and its rank-one gain move in opposite directions, which means the brand is appearing in slightly fewer shortlists but winning first place more often within them. Sunnova remains the smallest tracked brand by coverage, appearing in shortlists but not at their top.
Highest-priority diagnostic: Whether the Tesla Wall Connector and Tesla Solar tracking variants represent distinct entities in AI system responses or interchangeable descriptions of the same offering, and which prompts convert Sunnova mentions into shortlist positions.
Buyer-Intent Interpretation
Questions This Section Answers
- Which buyer-intent clusters did the qualified solar observations fall into?
- Which commercial questions can the benchmark answer, and which can it not yet answer?
Buyer-intent cluster | What it captures | Strategic question |
|---|---|---|
Brand Recommendation | Direct requests for solar company recommendations | Which brand do AI systems recommend for a given customer profile? |
Pricing & Value | Questions about cost, savings, and value | What do AI systems say about each brand's pricing and value? |
Multi-Brand Comparison | Head-to-head comparison requests | Which brand wins when AI systems compare options side by side? |
All 428 qualified observations in October fell into the Brand Recommendation cluster, consistent with July, where all 488 qualified observations also landed in this cluster. No observations qualified for Pricing & Value or Multi-Brand Comparison in either month. The public benchmark therefore measures which solar brands AI systems recommend, but it cannot yet answer commercial questions about price positioning, value perception, or head-to-head competitive comparisons in this category.
Brand Opportunity Summary
Questions This Section Answers
- Which diagnostic question anchors each brand's position in the October benchmark?
Brand | Oct 2026 coverage | Current signal | Highest-priority diagnostic |
|---|---|---|---|
Sunrun | 79.7% | Leader extending on coverage and rank-one placement | Which surfaces convert mentions into first-place results? |
Palmetto Solar | 68.5% | Strongest series close, only significant baseline riser | Which prompts drove the top-three gains? |
Blue Raven Solar | 48.6% | Baseline decline with two-month recovery | Which surfaces keep it below the top three? |
Momentum Solar | 43.0% | Stable position near baseline | Did the monthly gain come from regained or new prompts? |
Tesla Wall Connector (Tesla, Inc.) | 33.6% | Fewer shortlists, more first-place results | How do the Tesla tracking variants compare as entities? |
SunPower | 17.5% | Steepest baseline decline, sharp sentiment drop | Which sources sit behind the operating status disagreement? |
Trinity Solar | 11.5% | Third consecutive monthly decline | Which surfaces are reducing its mentions? |
Freedom Forever | 10.1% | Third consecutive decline with sentiment collapse | Do sentiment and operating status share cited sources? |
Elevation | 4.2% | Significant decline on a small base | Is the decline regional scope or national displacement? |
Sunnova | 3.7% | Smallest tracked brand, stable position | Which prompts convert mentions into shortlists? |
The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.
Evidence Behind the Benchmark
Questions This Section Answers
- How should movements based on very small recommendation counts be interpreted?
- What denominator does each coverage percentage use, and does the benchmark establish causation?
The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and citations where exposed). Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.
Report-Specific Interpretation Notes
- Elevation's 4.2% coverage rests on 18 valid recommendations in October, and Sunnova's 3.7% rests on 16. On bases this small, a handful of placement changes moves the percentage sharply, so those movements should be read as directional rather than precise.
- All coverage percentages in this report use the qualified benchmark set as the denominator: 488 observations in July and 428 in October. The raw collection is larger and includes prompts that did not survive qualification.
- The movements described in this report identify changes worth investigating. They do not by themselves establish what caused those changes, and no causal relationship should be inferred from the direction or size of a move alone.
Next Step
The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.
Beneath the aggregate percentages sit unanswered questions: which high-intent prompts are won and lost, which competitor takes the recommendation when a given brand loses, what attributes AI systems associate with each option, and which external sources shape those answers. October's data shows a category pulling in two directions, with Sunrun and Palmetto Solar strengthening while five brands declined and AI platforms disagreed about the operating status of several tracked companies, but only prompt-level inspection can reveal whether these patterns are durable, content-driven, or benchmark artifact.
A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. The benchmark shows the outcome; the audit explains the mechanics.
/ Take the next step
Want to Understand Your AI Citation Footprint?
We start every engagement with a full audit of how AI systems reference your brand today.
Measurable, Repeatable Programme
Build a durable foundation of credible citations that compounds over time and continues to influence AI answers as new queries emerge
Citation Architecture Review
Identify which high-authority community sources are and aren't working in your favour across AI platforms.
AI Visibility Audit
Understand exactly how LLMs are referencing your brand today and which sources are shaping those answers.
/ Learn More
Understanding AI search visibility.
AI search experiences create answers by pulling information from many places online and summarizing it into a single response.


