Enterprise architecture tools
Asked as “enterprise architecture tool”, and as “application portfolio management tool”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
23%
Contested · Ardoq 18%
23SAP LeanIX18Ardoq14Archi45others
23% of first choices, contested.
Since October 2026▼−3Since October 2026: 26% → 23%, −3 points. Inside the 11-point floor: within noise.SAP LeanIX held the lead, −3 points on 26%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessArchi31%Contested▲+11Since October 2026: 20% → 31%, +11 points. Inside the 11-point floor: within noise.Standing →Mid-marketSAP LeanIX23%Contested▼−3Since October 2026: 26% → 23%, −3 points. Inside the 11-point floor: within noise.This pageEnterpriseSAP LeanIX50%Clear leader▲+5Since October 2026: 45% → 50%, +5 points. Inside the 11-point floor: within noise.Standing →
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01SAP LeanIX23%15%46accepted challenger▼−3Since October 2026: 26% → 23%, −3 points. Inside the 11-point floor: within noise.26% → 23%
02
Ardoq18%8%53accepted challenger=heldSince October 2026: 18% → 18%, ±0 points. Inside the 11-point floor: within noise.18% → 18%
Ardoq18%8%53accepted challenger=heldSince October 2026: 18% → 18%, ±0 points. Inside the 11-point floor: within noise.18% → 18%03Archi14%17%24accepted challenger▲+3Since October 2026: 11% → 14%, +3 points. Inside the 11-point floor: within noise.11% → 14%
04
LeanIX11%42%19criticized challenger▼−5Since October 2026: 16% → 11%, −5 points. Inside the 11-point floor: within noise.16% → 11%
LeanIX11%42%19criticized challenger▼−5Since October 2026: 16% → 11%, −5 points. Inside the 11-point floor: within noise.16% → 11%05
Sparx Systems Enterprise Architect5%35%26criticized challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%
Sparx Systems Enterprise Architect5%35%26criticized challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise.5% → 5%Show the seven products at 0%, ordered by negative rate
12
MEGA HOPEX0%57%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
MEGA HOPEX0%57%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Bizzdesign Horizzon0%34%38criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Bizzdesign Horizzon0%34%38criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Sparx Enterprise Architect0%33%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Sparx Enterprise Architect0%33%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Draw.io0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Draw.io0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
ServiceNow Enterprise Architecture0%23%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ServiceNow Enterprise Architecture0%23%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07OrbusInfinity0%5%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
06
Avolution ABACUS0%4%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Avolution ABACUS0%4%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
S01
02A03
040506O07
0809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01SAP LeanIX23%
02Ardoq18%
Ardoq18%03Archi14%
04LeanIX11%
LeanIX11%05Sparx Systems Enterprise Architect5%
Sparx Systems Enterprise Architect5%06Avolution ABACUS0%
Avolution ABACUS0%07OrbusInfinity0%
08ServiceNow Enterprise Architecture0%
ServiceNow Enterprise Architecture0%09Bizzdesign Horizzon0%
Bizzdesign Horizzon0%10Sparx Enterprise Architect0%
Sparx Enterprise Architect0%11Draw.io0%
Draw.io0%12MEGA HOPEX0%
MEGA HOPEX0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Bizzdesign Horizzon34%
13 of 38 labels negative · 10 of 14 models · 3 hard negative
“Avoid overkill: High-end tools like SAP LeanIX, Bizzdesign, or MEGA HOPEX” Grok 4.20, budget prompt
LeanIX42%
8 of 19 labels negative · 8 of 14 models · 2 hard negative
“What to Avoid on a Tight Budget ... Priced per application, typically $30K–$100K+/year” DeepSeek V4 Flash, budget prompt
MEGA HOPEX57%
12 of 21 labels negative · 7 of 14 models · 6 hard negative
“Avoid for mid-size: Ultra-enterprise tools like Software AG Alfabet or MEGA HOPEX (too complex/costly)” Grok 4.20, paraphrase prompt
Sparx Systems Enterprise Architect35%
9 of 26 labels negative · 7 of 14 models · 4 hard negative
“Verdict: Avoid for large, distributed teams; consider only for small technical teams with heavy modeling needs” Kimi K2, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 780 links across 173 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · G233 answers · 62 citations · 11 models
vendor site · Ardoq23 answers · 26 citations · 10 models
23 answers · 23 citations · 9 models
vendor site · LeanIX20 answers · 28 citations · 9 models
18 answers · 21 citations · 9 models
18 answers · 21 citations · 8 models
vendor site · Guideflow18 answers · 18 citations · 10 models
16 answers · 20 citations · 9 models
16 answers · 17 citations · 8 models
vendor site · Superblocks16 answers · 16 citations · 9 models
15 answers · 23 citations · 9 models
13 answers · 13 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
22 answers · 9 models
18 answers · 9 models
18 answers · 10 models
16 answers · 9 models
14 answers · 9 models
14 answers · 8 models
13 answers · 7 models
12 answers · 7 models
12 answers · 6 models
11 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best enterprise architecture tool”, “enterprise architecture tool”, “enterprise architecture tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| SAP parent site SAP LeanIX 23% | 23% | 142 | 135,000 | 74,309 | ||||
| Ardoq ardoq.com | 18% | 146 | 1,300 | 21 | 10,546 | 56 | ||
| Archi | 14% | 5,400 | 24,245 | |||||
| LeanIX leanix.net | 11% | 50 | 2,900 | 64 | 49,984 | 105 | 6 | |
| Essential Open Source | 5% | |||||||
| Sparx Enterprise Architect sparxsystems.com Sparx Systems Enterprise Architect 5%, Sparx Enterprise Architect 0% | 5% | 70 | 260 | 15 | 24,501 | 17 | 2 | |
| Boldo | 4% | |||||||
| Cloudeagle cloudeagle.ai | 4% | 8 | 170 | 10 | 28,845 | $325 | 5 | |
| LeanIX Enterprise Architecture | 4% | |||||||
| Orbus Software orbussoftware.com | 2% | 35 | 390 | 12 | 2,930 | 6 | 3 |
Google's top ten for the three searches hold 14 sites; 2 of them are among the sites the models cited here (leanix.net, reddit.com). The first result for “best enterprise architecture tool” is guides.visual-paradigm.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best enterprise architecture tool for a mid-market B2B company?”Paraphrase“Which application portfolio management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top enterprise architecture tools and how do they differ?”Budget-constrained“What is the best enterprise architecture tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an enterprise architecture tool. What should we look at?”Negative“Which enterprise architecture tools should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceWrikeChangedno first choiceArchiagainst: Sparx Systems Enterprise Architectno first choiceagainst: Archi, LeanIX, Sparx Systems Enterprise Architect
Three alternatives
BigTime, Celoxis, SmartsheetSix alternatives
Ardoq, Bizzdesign HOPEX, ER/Studio, OrbusInfinity, SAP LeanIX, Sparx Enterprise ArchitectSix alternatives
Astah Professional, Draw.io, Lucidchart, Miro, Mural, diagrams.netGPT-5.4 miniArdoq, LeanIX Enterprise ArchitectureLeanIX Enterprise ArchitectureChangedno first choiceArchiagainst: ADOIT, Ardoq, Bizzdesign Horizzon, OrbusInfinityno first choicenothing named
Five alternatives
ADOIT, Bizzdesign Horizzon, OrbusInfinity, ServiceNow Enterprise Architecture, Sparx Enterprise ArchitectThree alternatives
Ardoq, Planview Portfolios, ServiceNow Enterprise ArchitectureSeven alternatives
Ardoq, Bizzdesign Enterprise Studio, Bizzdesign Horizzon, LeanIX, MEGA HOPEX, ServiceNow Enterprise Architecture, Sparx Systems Enterprise ArchitectOne alternative
Sparx Systems Enterprise ArchitectGemini 3.5 FlashSAP LeanIXSAP LeanIXHeldagainst: ServiceNow APMArdoq, SAP LeanIXSparx Systems Enterprise Architectagainst: Bizzdesign Horizzon, LeanIX, Software AG AlfabetLeanIXagainst: Confluence, Excel, MEGA HOPEX, PowerPoint, ServiceNow Application Portfolio Management, Software AG ARIS, Sparx Enterprise Architect, Visio
Three alternatives
Ardoq, Avolution ABACUS, Sparx SystemsThree alternatives
Ardoq, Torii, ZyloFive alternatives
Avolution ABACUS, Bizzdesign Horizzon, Orbus Software, ServiceNow Enterprise Architecture, Sparx SystemsFive alternatives
Archi, IcePanel, Structurizr, The Essential Project, diagrams.netThree alternatives
Ardoq, Avolution ABACUS, Essential ArchitecturePerplexity SonarSAP LeanIXagainst: ServiceNow Enterprise ArchitectureSAP LeanIXHeldagainst: CeloxisSAP LeanIXSparx Systems Enterprise Architectagainst: Bizzdesign Horizzon, HOPEX, LeanIX, ServiceNow Enterprise Architectureno first choiceagainst: Bizzdesign Horizzon, MEGA HOPEX, SAP LeanIX, Sparx Enterprise Architect, Visio
Three alternatives
Ardoq, OrbusInfinity, Sparx Enterprise ArchitectThree alternatives
Ardoq, ServiceNow Enterprise Architecture, ZluriNine alternatives
Ardoq, Avolution ABACUS, Bizzdesign Horizzon, ER/Studio, HOPEX, OrbusInfinity, Planview Enterprise One, ServiceNow Enterprise Architecture, Sparx Enterprise ArchitectFour alternatives
Archi, Essential Open Source, Useful EA, diagrams.netGrok 4.20SAP LeanIXagainst: Sparx Enterprise ArchitectLeanIXChangedagainst: MEGA HOPEX, Software AG Alfabet, ToriiArdoq, SAP LeanIXagainst: Archi, Sparx Enterprise ArchitectArchiagainst: Bizzdesign Horizzon, MEGA HOPEX, SAP LeanIXLeanIXagainst: IBM Rational System Architect, Software AG Alfabetagainst: ARC Software, Bizzdesign Horizzon, Confluence, MEGA HOPEX, Miro, PowerPoint, SAP LeanIX, Sparx Enterprise Architect, TurboEA, Wrike
Three alternatives
Ardoq, Bizzdesign Horizzon, OrbusInfinityFive alternatives
Ardoq, Avolution ABACUS, Bizzdesign Horizzon, Planview Portfolios, ServiceNow Application Portfolio ManagementSeven alternatives
Avolution ABACUS, BOC ADOIT, Bizzdesign Horizzon, MEGA HOPEX, OrbusInfinity, ServiceNow Enterprise Architecture, Software AG ARISFive alternatives
ADOIT: Community Edition, Draw.io, Essential Open Source, Modelio, Sparx Enterprise ArchitectFour alternatives
Bizzdesign Horizzon, MEGA HOPEX, ServiceNow Enterprise Architecture, Sparx Enterprise ArchitectMistral SmallArdoq, SAP LeanIXLeanIXChangedno first choiceArchino first choiceagainst: Archi, Ardoq, LeanIX, Sparx Systems Enterprise Architect
Three alternatives
Boldo, ServiceNow Enterprise Architecture, Sparx Systems Enterprise ArchitectThree alternatives
ServiceNow APM, Spendflo, ToriiThree alternatives
ADOIT, Albumi, Sparx Enterprise ArchitectDeepSeek V4 FlashBoldoagainst: Bizzdesign HOPEXSAP LeanIXChangedArdoq, SAP LeanIXagainst: MEGA HOPEX, Software AG AlfabetSparx Systems Enterprise Architectagainst: Ardoq, Bizzdesign Horizzon, LeanIX, MEGA HOPEXArdoq, Orbus Software, SAP LeanIXagainst: Sparx Systems Enterprise Architectagainst: ARIS, MEGA HOPEX, Sparx Systems Enterprise Architect
Three alternatives
Ardoq, Orbus Infinity, SAP LeanIXFour alternatives
Ardoq, Faddom, ServiceNow APM, ToriiSix alternatives
Avolution ABACUS, Bizzdesign Horizzon, OrbusInfinity, Planview Enterprise Architecture, ServiceNow Enterprise Architecture, Sparx Systems Enterprise ArchitectFour alternatives
Albumi, Archi, Essential Project, TurboEALlama 4 MaverickBoldoCloudeagleChangedno first choiceAlbumino first choicenothing named
Two alternatives
Aplas, Sparx Systems Enterprise ArchitectEight alternatives
Ardoq, CAST Highlight, OnePlan, Oracle IT Analytics Cloud Service, Orbus Software, SAP LeanIX, ServiceNow Enterprise Architecture, ServiceNow Strategic Portfolio ManagementOne alternative
ArchiQwen 3.7 FlashArdoqagainst: Orbus iServer, Sparx EAONES.comChangedSAP LeanIXagainst: Sparx SystemsArchiagainst: Draw.io, LeanIX, ServiceNow TOWERLeanIX, Vismioagainst: Lucidchart, SmartDraw, Sparx EAagainst: Altova, Azure DevOps, Bizzdesign Horizzon, Draw.io, IBM Rhapsody, Jira, Lucidchart, MEGA International, Microsoft Visio, SAP ARIS, ServiceNow Enterprise Architecture, Sparx Systems Enterprise Architect
Three alternatives
Lucidchart, SAP LeanIX, ServiceNow EAMThree alternatives
Apptio Costing, Planview Portfolios, SAP LeanIXFour alternatives
Ardoq, Avolution ABACUS, Bizzdesign Horizzon, Orbus SoftwareTwo alternatives
Modelio, NeaioThree alternatives
Draw.io, PlantUML, StructurizrKimi K2Ardoq, SAP LeanIXToriiChangedSAP LeanIXArchi, TurboEAArdoqagainst: BOC ADOIT, Bizzdesign Horizzon, MEGA HOPEX, ServiceNow Enterprise Architecture, Software AG ARIS, Sparx Enterprise Architect, Visual Paradigmagainst: Avolution ABACUS, Bizzdesign Horizzon, MEGA HOPEX, SAP LeanIX, Sparx Systems Enterprise Architect
Two alternatives
Avolution ABACUS, Orbus SoftwareOne alternative
LeanIXFive alternatives
Ardoq, Avolution ABACUS, Bizzdesign Horizzon, OrbusInfinity, Sparx Systems Enterprise ArchitectTwo alternatives
Sparx Enterprise Architect, The Essential ProjectTwo alternatives
Avolution ABACUS, SAP LeanIXGLM 4.7 FlashXArdoq, SAP LeanIXSAP LeanIXChangedno first choiceArchino first choiceagainst: MEGA HOPEX, SAP LeanIX, ServiceNow Enterprise Architecture, Sparx Systems Enterprise Architect
Three alternatives
ADOIT EA Suite, OrbusInfinity, ServiceNow Enterprise ArchitectureThree alternatives
Bizzdesign Horizzon, Orbus OrbusInfinity, ServiceNow Enterprise ArchitectureThree alternatives
Archipeg, Sparx Enterprise Architect, WrikeMiniMax M2.5Ardoqagainst: MEGA, Open-source "Archi"CloudeagleChangedno first choiceagainst: ArchiEssential Open Sourceagainst: LeanIXno first choiceagainst: ARIS, Bizzdesign Horizzon, Draw.io, MEGA HOPEX, Miro, Popkin Software, PowerPoint, SAP LeanIX, Sparx Enterprise Architect, System Architect, Visio
Four alternatives
Bizzdesign Horizzon, Orbus Software, SAP LeanIX, ServiceNow Enterprise ArchitectureThree alternatives
Ardoq, SAP LeanIX, ServiceNow APMFive alternatives
Ardoq, Bizzdesign Horizzon, OrbusInfinity, SAP LeanIX, Sparx Systems Enterprise ArchitectTwo alternatives
Aplas, Sparx Enterprise ArchitectGPT-6 LunaArdoqSAP LeanIXChangedagainst: ServiceNow Enterprise ArchitectureSAP LeanIXEssential Open Sourceno first choiceagainst: Bizzdesign Horizzon, Lucidchart, SAP LeanIX, ServiceNow Enterprise Architecture, Sparx, Visio
Three alternatives
OrbusInfinity, SAP LeanIX, Sparx Systems Enterprise ArchitectOne alternative
ArdoqSix alternatives
Ardoq, Avolution ABACUS, Bizzdesign Horizzon, OrbusInfinity, ServiceNow Enterprise Architecture, Sparx Systems Enterprise ArchitectTwo alternatives
Archi, Sparx Enterprise Architect CorporateFive alternatives
Ardoq, Bizzdesign Horizzon, OrbusInfinity, SAP LeanIX, ServiceNow Enterprise ArchitectureMuse Glimmer 30BArdoq, SAP LeanIXLeanIXChangedno first choiceArchi, Essential Open Sourceno first choiceagainst: Alfabet, Arc, Ardoq, Bizzdesign Horizzon, HOPEX, LeanIX, MEGA International, Sparx Systems Enterprise Architect
One alternative
ServiceNow Enterprise ArchitectureThree alternatives
Ardoq, ONES.com, ServiceNow Enterprise ArchitectureTwo alternatives
Sparx Systems Enterprise Architect, StructurizrBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:09 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:21 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:38 | yes | 4 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:56 | yes | 10 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:28 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:23 | yes | 22 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:55 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:40 | yes | 8 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:53 | yes | 13 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:22 | yes | 5 | 86 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:12 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:25 | yes | 20 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:13 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:04 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:35 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:18 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:15 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:42 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:13 | yes | 23 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:44 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:24 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:12 | yes | 20 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:43 | yes | 25 | 55 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:52 | yes | 10 | 58 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:55 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:08 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:59 | yes | 1 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:05 | yes | 6 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 19:16 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:57 | yes | 5 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:33 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:41 | yes | 21 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:25 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:39 | yes | 15 | 60 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:34 | yes | 16 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:53 | yes | 14 | 78 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:44 | yes | 20 | 37 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:38 | yes | 8 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:15 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:10 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:24 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:07 | yes | 6 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:08 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:05 | yes | 9 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:53 | yes | 22 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:34 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:35 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:09 | yes | 17 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:59 | yes | 15 | 44 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:26 | yes | 5 | 42 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:00 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:52 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:16 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:24 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:45 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:27 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:52 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:58 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:47 | yes | 23 | 72 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:41 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:08 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:29 | yes | 10 | 58 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:09 | yes | 23 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:27 | yes | 10 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:05 | yes | 6 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:25 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:48 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:08 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:46 | yes | 10 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:47 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:13 | yes | 5 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:45 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:47 | yes | 21 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:07 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:41 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:34 | yes | 24 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:47 | yes | 24 | 112 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:59 | yes | 8 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:50 | yes | 5 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:30 | yes | 25 | 33 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Avolution read as Avolution ABACUS
Avolution (ABACUS) read as Avolution ABACUS
BiZZdesign read as Bizzdesign Horizzon
Bizzdesign read as Bizzdesign Horizzon
Bizzdesign (Horizzon / HOPEX) read as Bizzdesign Horizzon
Bizzdesign (Horizzon) read as Bizzdesign Horizzon
Bizzdesign (new combined platform) read as Bizzdesign Horizzon
Bizzdesign (now including MEGA HOPEX & Alfabet) read as Bizzdesign Horizzon
Orbus read as Orbus iServer
Planview read as Planview Portfolios
ServiceNow read as ServiceNow Enterprise Architecture
Unresolved, counted raw
ARC Software
AWS Well-Architected
Altova
Archipeg
Astah Professional
Bizzdesign Horizon
CAST
Essential Architecture (Essential Project)
IBM Rhapsody
MEAPs / ServiceNow EA
Neaio
Open-source "Archi"
Popkin Software
SAP ARIS
Sapient
ServiceNow EAM
ServiceNow TOWER
SmartDraw
Sparx Enterprise Architect Corporate
System Architect
TOGAF-based tools
Vismio
Discontinued, still offered
No shut-down product was recommended here.