Data as of Aug 25, 2026 · Based on 997 AI responses · See how Parse measures this
Solar PV Design & Modeling Software
Parse
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Aurora Solar now leads AI-generated recommendations for design software, having surged from #6 to #1 since late 2025. This reflects a broader shift in AI responses, which now clearly favor integrated, professional-grade platforms over the free, government-backed tools that once dominated.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | The top all-in-one platform for residential and commercial design and sales. | 66% | |
| 2 | AI assistants' top free software recommendation for smaller installers and startups. | 52% | |
| 3 | 36% | ||
| 4 | 35% | ||
| 5 | 28% | ||
| 6 | Mentioned for fast proposals combining 3D layouts and shading predictions. | 26% | |
| 7 | 16% | ||
| 8 | 13% | ||
| 9 | 11% | ||
| 10 | 10% | ||
| 11 | 10% | ||
| 12 | 10% | ||
| 13 | 9% | ||
| 14 | 9% | ||
| 15 | 9% | ||
| 16 | 8% | ||
| 17 | 7% | ||
| 18 | 6% | ||
| 19 | 5% | ||
| 20 | 3% | ||
| 21 | 3% | ||
| 22 | 3% | ||
| 23 | 2% | ||
| 24 | 2% | ||
| 25 | 2% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
sunbasedata.com is the page AI reaches for most here, cited in 39% of analyzed answers.
Mention rate soared from 7% to 69% between October and March.
“Listed as one of several options for design.” → “Framed as the top all-in-one platform for sales and design workflows.”
Dropped from #1 to #5 overall as software suites gained traction.
Emerged as the #2 most-cited brand by March after being unmentioned initially.
Rank fell from #3 to #9 as integrated tools started handling financial modeling.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 83% | 70% | ||
| 51% | 73% | ||
| 65% | 64% | ||
| 49% | 31% | ||
| 9% | 25% |
The two models disagree most about Pylon (ChatGPT #21, Google #10) and Solargraf (ChatGPT #16, Google #5).
Aurora Solar now leads AI-generated recommendations for solar design software, having surged from #6 to #1 since late 2025. This reflects a broader shift in AI responses, which now clearly favor integrated, professional-grade platforms over the free, government-backed tools that once dominated.
Across 997 AI responses, Aurora Solar is mentioned most, named in 66% of them, followed by OpenSolar (52%) and Valentin Software (36%).
Parse measures each brand's mention rate — the share of answers naming it — across 997 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
AI responses have consistently consolidated around Aurora Solar and
HelioScope as the top two recommendations. Early mentions included a broader set of tools, but by late 2025, these two were firmly established as the primary choices for professional-grade design with integrated shading and production analysis.
Brands mentioned
I need a "solar design" software that calculates shading and production estimates.
AI responses have consistently consolidated around Aurora Solar and
HelioScope as the top two recommendations. Early mentions included a broader set of tools, but by late 2025, these two were firmly established as the primary choices for professional-grade design with integrated shading and production analysis.
AI answers have evolved to present a tiered set of recommendations for installers. Aurora Solar is consistently framed as the best all-in-one platform, for commercial projects, and as the best free tool. This structured guidance replaced earlier, less-segmented lists.
Brands mentioned
AI answers have evolved to present a tiered set of recommendations for installers. Aurora Solar is consistently framed as the best all-in-one platform,
HelioScope for commercial projects, and
OpenSolar as the best free tool. This structured guidance replaced earlier, less-segmented lists.