| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Enterprise architecture tools | IT operations and endpoint | 5% | 5 of 113 | 17% | 29 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 1 | 3 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 2 | 1 | 1 | 4 |
| Mistral Small | 2 | 0 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 1 | 4 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 3 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 1 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“It maintains a dominant 18% market share in the defense and aerospace sectors and remains the most cost-effective solution for large-scale deployments” Claude Haiku 4.5 · EA tools · comparative prompt · first choice
“Choose Sparx EA when you need deep, standards-based architecture modeling, full control of the repository, and the lowest cost at scale” Muse Glimmer 30B · EA tools · comparative prompt · first choice
“If you want a powerful, cost-effective, on-premise tool with deep modeling, choose Sparx Enterprise Architect.” Mistral Small · EA tools · direct prompt · first choice
“Sparx Systems Enterprise Architect is widely recommended as the best enterprise architecture tool” Mistral Small · EA tools · budget prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Highest Caution/Steepest Learning Curve ... Frequently cited as one of the most problematic” Grok 4.1 Fast · EA tools · negative prompt · hard negative
“Avoid: - Sparx Enterprise Architect if you need business-friendly EA” DeepSeek V4 Flash · EA tools · negative prompt · hard negative
“The learning curve is steep with nested menus and features hidden in dialogs... Users report outdated design, poor UI, difficulty understanding and finding required tools, and performance issues” Claude Haiku 4.5 · EA tools · negative prompt · soft negative
“infamous for an unintuitive, dated UI and significant performance lag when querying repositories over corporate VPNs” Gemini 3.5 Flash · EA tools · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 77 of the 77 answers that named Sparx Systems Enterprise Architect and are not a share of its labels.
366 of the 366 domain citations in answers naming Sparx Systems Enterprise Architect came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 902 | undated | |||
| Webinar or virtual event | 104 | undated | |||
| Conference or event | 51 | undated | |||
| Case study | 31 | undated | |||
| Glossary or explainer | 29 | undated | |||
| Comparison | 7 | undated | |||
| Podcast or video | 7 | undated | |||
| News or press | 5 | undated | |||
| Template or tool | 4 | undated | |||
| Report or ebook | 3 | undated |
Every page sparxsystems.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Sparx Systems Enterprise Architect's own pages state, read October 5, 2026: sparxsystems.com, sparxsystems.com/prolaborate/pricing, sparxsystems.com/products/ea, sparxsystems.com/prolaborate/case-studies, sparxsystems.com/prolaborate/integrations. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Sparx Systems Enterprise Architect's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Sparx Systems Enterprise Architect, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Sparx Systems Enterprise Architect by email, built from the raw record of the edition. It shows: