Static application security testing for enterprise buyers
Asked as “SAST tool”, and as “static code security scanner”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
54%
Checkmarx OneClear leader
54Checkmarx One13Veracode Static Analysis09SonarQube24others
54% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
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 fifteen head-to-head pages: the top six products, each against each
Semgrep vs CodeQLSemgrep vs Veracode Static AnalysisSonarQube vs Snyk CodeSonarQube vs Aikido SecuritySonarQube vs CodeQLSonarQube vs Veracode Static AnalysisSnyk Code vs Aikido SecuritySnyk Code vs CodeQLSnyk Code vs Veracode Static AnalysisAikido Security vs CodeQLAikido Security vs Veracode Static AnalysisCodeQL vs Veracode Static Analysis
One product takes 54% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Five products carry a negative rate above 25% in this category.
What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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.
SonarQube
29%
13 of 45 labels negative · 11 of 12 models · 2 hard negative
“Legacy enterprise SAST platforms like SonarQube, Checkmarx, Veracode, Coverity, and Fortify, which may have high false positive rates” Llama 4 Maverick, negative prompt
Veracode Static Analysis23%
15 of 64 labels negative · 10 of 12 models · 3 hard negative
“Tools to Avoid for Predictable Costs at Scale: ... Veracode | Quote-based, ~$15K-$52K+ average contracts, complex pricing tiers” Kimi K2, budget prompt
OpenText Fortify29%
13 of 45 labels negative · 10 of 12 models · 2 hard negative
“Legacy enterprise SAST platforms like SonarQube, Checkmarx, Veracode, Coverity, and Fortify” Llama 4 Maverick, negative prompt
Semgrep31%
15 of 49 labels negative · 10 of 12 models · 2 hard negative
“**Avoid for Enterprise**: Open-source like Semgrep/SonarQube (great for devs, but lack enterprise support/compliance)” Grok 4.20, direct prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1002 links across 196 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Checkmarx50 answers · 79 citations · 13 models
vendor site · Augment Code45 answers · 59 citations · 12 models
vendor site · Aikido43 answers · 59 citations · 12 models
42 answers · 62 citations · 11 models
36 answers · 42 citations · 12 models
vendor site · ZeroPath29 answers · 30 citations · 11 models
vendor site · Pixee28 answers · 29 citations · 10 models
vendor site · Corgea22 answers · 23 citations · 10 models
17 answers · 29 citations · 9 models
vendor site · Safeguard17 answers · 21 citations · 9 models
vendor site · Opsera17 answers · 17 citations · 9 models
vendor site · Endor Labs16 answers · 17 citations · 8 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.
43 answers · 11 models
41 answers · 12 models
39 answers · 12 models
29 answers · 11 models
29 answers · 11 models
28 answers · 11 models
25 answers · 10 models
21 answers · 9 models
19 answers · 7 models
17 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 sast tool”, “sast tool”, “sast 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Checkmarx checkmarx.com Checkmarx One 54% | 54% | 245 | 260 | 3 | 54,982 company | 61 | 8 |
| Veracode Static Analysis veracode.com | 13% | 125 | 40 | 2 | 12,543 | 17 | |
| SonarQube | 9% | 14,800 | 1,353 | ||||
| Snyk snyk.io Snyk Code 4%, Snyk 0% | 4% | 143 | 12,100 | 581 | 61,651 company | 60 | |
| Semgrep semgrep.dev | 4% | 194 | 8,100 | 191 | 3,461 | 43 | |
| Black Duck blackduck.com Black Duck Coverity 2%, Black Duck 0% | 2% | 137 | 33,100 | 3,087 | 76,259 | 73 | |
| CodeQL | 2% | 2,900 | 81 | ||||
| GitHub parent site GitHub Advanced Security 2% | 2% | 111 | 1,500,000 | 31,479 | |||
| GitLab parent site GitLab SAST 2% | 2% | 18 | 90,500 | 4,844 | |||
| Broadcom Fortify | 2% |
Google's top ten for the three searches hold 24 sites; 4 of them are among the sites the models cited here (checkmarx.com, endorlabs.com, safeguard.sh, zeropath.com). The first result for “best sast tool” is reddit.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 SAST tool for an enterprise B2B company?”Paraphrase“Which static code security scanner would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade SAST tools and how do they differ?”Budget-constrained“What is the best SAST tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a SAST tool. What should we look at?”Negative“Which SAST tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Checkmarx OneCheckmarx One, Veracode Static AnalysisChangedno first choiceCheckmarx Oneagainst: Snykno first choiceagainst: Checkmarx One, GitHub Advanced Security, GitLab SAST, Semgrep, Veracode Static Analysis
Two alternatives
OpenText Fortify, Veracode Static AnalysisOne alternative
SonarQubeSix alternatives
Checkmarx One, OpenText Fortify, Semgrep, Snyk Code, SonarQube, Veracode Static AnalysisOne alternative
SonarQubeGPT-5.4 miniCheckmarx OneCheckmarx OneHeldagainst: CodeQLno first choiceSonarQubeagainst: GitHubno first choicenothing named
Three alternatives
OpenText Fortify, Semgrep, Veracode Static AnalysisTwo alternatives
Semgrep, SonarQubeFive alternatives
Checkmarx One, OpenText Fortify, Semgrep, Snyk Code, Veracode Static AnalysisOne alternative
Checkmarx OneGemini 3.5 FlashSnyk CodeGitHub Advanced SecurityChangedno first choiceagainst: OpenText Fortify, SonarQubeSonarQubeagainst: GitHub Advanced Security, Semgrep, Snykno first choiceagainst: Bandit, Brakeman, gosec
Four alternatives
Checkmarx One, GitHub Advanced Security, Semgrep, Veracode Static AnalysisFive alternatives
Checkmarx One, GitLab SAST, Semgrep, Snyk, Veracode Static AnalysisFive alternatives
Black Duck Coverity, Checkmarx One, GitHub Advanced Security, Semgrep, SnykOne alternative
Veracode Static AnalysisPerplexity SonarCheckmarx OneCheckmarx OneHeldno first choiceCheckmarx Oneagainst: Semgrep, Snykno first choiceagainst: CodeQL, Semgrep, Snyk Code, SonarQube
Four alternatives
Black Duck Coverity, OpenText Fortify, Perforce Klocwork, Snyk CodeTwo alternatives
OpenText Fortify, Veracode Static AnalysisThree alternatives
Black Duck Coverity, OpenText Fortify, SonarQubeGrok 4.20Checkmarx Oneagainst: Semgrep, SonarQubeVeracode Static AnalysisChangedagainst: SemgrepCheckmarx OneGitLab SASTagainst: Aikido Security, Checkmarx One, SonarQube, Synopsys Fortify, Veracode Static AnalysisCheckmarx Oneagainst: Bandit, Black Duck Coverity, Checkmarx One, CodeQL, OpenText Fortify, Semgrep, Snyk, SonarQube, Veracode Static Analysis
Three alternatives
Black Duck, OpenText Fortify, Veracode Static AnalysisThree alternatives
Black Duck, Checkmarx One, OpenText FortifyFour alternatives
Black Duck, OpenText Fortify, SonarQube, Veracode Static AnalysisTwo alternatives
Mend SAST, SnykFive alternatives
Black Duck Coverity, OpenText Fortify, Snyk Code, SonarQube, Veracode StaticMistral SmallCheckmarx One, Veracode Static AnalysisCheckmarx OneChangedCheckmarx Oneno first choiceagainst: Mend SAST, Veracode Static Analysisno first choiceagainst: Black Duck Coverity, Checkmarx One, CodeQL, OpenText Fortify, SonarQube, Veracode Static Analysis
Two alternatives
Aikido Security, Snyk CodeOne alternative
Veracode Static AnalysisFive alternatives
GitHub Advanced Security, OpenText Fortify, Snyk Code, SonarQube, Veracode Static AnalysisDeepSeek V4 FlashSemgrep, Snyk CodeCheckmarx OneChangedagainst: OpenText FortifyCheckmarx Oneagainst: HCL AppScanSemgrepagainst: Checkmarx One, OpenText Fortify, Veracode Static Analysisno first choiceagainst: Bandit, Brakeman, Checkmarx One, Detectify, OpenText Fortify, Semgrep, SonarQube, Veracode Static Analysis
Three alternatives
Checkmarx One, OpenText Fortify, Veracode Static AnalysisOne alternative
SemgrepSix alternatives
Black Duck Coverity, OpenText Fortify, Semgrep, Snyk Code, SonarQube, Veracode Static AnalysisOne alternative
SonarQubeLlama 4 MaverickVeracode Static AnalysisCheckmarx OneChangedno first choiceno first choiceno first choiceagainst: Black Duck Coverity, Checkmarx One, OpenText Fortify, SonarQube, Veracode Static Analysis
Three alternatives
Aikido Security, Checkmarx One, Snyk CodeTwo alternatives
Semgrep, Veracode Static AnalysisQwen 3.7 FlashBlack Duck Coverity, Broadcom FortifySonarQubeChangedCheckmarx One, OpenText FortifyVeracode Static Analysisagainst: Checkmarx One, GitHub Advanced Securityno first choiceagainst: CPPCheck, Checkmarx One, FindBugs, Flawfinder, OpenText Fortify, RATS, SonarQube, Veracode Static Analysis
Four alternatives
Checkmarx One, Semgrep, SonarQube, Veracode Static AnalysisThree alternatives
Checkmarx One, Snyk, Veracode Static AnalysisThree alternatives
Snyk Code, SonarQube Enterprise Edition, Veracode Static AnalysisOne alternative
Mend SASTKimi K2Checkmarx OneCheckmarx OneHeldagainst: Veracode Static AnalysisCheckmarx OneSonarQubeagainst: Checkmarx One, Semgrep, Snyk, Veracode Static Analysisno first choiceagainst: Checkmarx One, OpenText Fortify, SonarQube, Veracode Static Analysis
Three alternatives
Snyk Code, SonarQube, Veracode Static AnalysisOne alternative
SnykSix alternatives
CodeQL, OpenText Fortify, Semgrep, Snyk Code, SonarQube, Veracode Static AnalysisOne alternative
GitHub Advanced SecurityGLM 4.7 FlashXCheckmarx One, Veracode Static Analysisagainst: OpenText FortifyCheckmarx OneChangedCheckmarx One, Semgrep, Snyk CodeCheckmarx Oneagainst: CodeAnt AI, Semgrep, Snyk Codeno first choiceagainst: Black Duck Coverity, OpenText Fortify, Perforce Klocwork, SonarQube, Veracode Static Analysis
Two alternatives
Snyk Code, SonarQubeFour alternatives
Aikido Security, Semgrep, SonarQube, Veracode Static AnalysisSeven alternatives
Black Duck Coverity, CodeQL, OpenText Fortify, Opsera, Perforce Klocwork, SonarQube, Veracode Static AnalysisOne alternative
SonarQubeMiniMax M2.5no first choiceCheckmarx OneChangedCheckmarx OneOffensive360against: Semgrep, Snyk, ZeroPathno first choiceagainst: Checkmarx One, OpenText Fortify, Veracode Static Analysis
Four alternatives
Black Duck Coverity, GitHub Advanced Security, Snyk, Veracode Static AnalysisSeven alternatives
Black Duck Coverity, IBM AppScan, Mend SAST, OpenText Fortify, Perforce Klocwork, SonarQube, Veracode Static AnalysisThree alternatives
Black Duck Coverity, Checkmarx One, Veracode Static AnalysisBold 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. Full answer text is in the free responses file. Download the record
Seventy-two 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 | 2026-10-01 09:31 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:02 | yes | 20 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:53 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:40 | yes | 18 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:00 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:53 | yes | 20 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:21 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:07 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:39 | yes | 11 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:30 | yes | 20 | 156 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:56 | no | 0 | 7 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:37 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:19 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:44 | yes | 9 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:21 | yes | 24 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:48 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:07 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:35 | yes | 21 | 43 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:40 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:43 | yes | 17 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:44 | yes | 17 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:59 | yes | 10 | 44 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:11 | yes | 19 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:22 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:34 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:53 | yes | 19 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:16 | yes | 18 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:13 | yes | 12 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:43 | yes | 16 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:59 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:36 | yes | 17 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:37 | yes | 16 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:50 | yes | 12 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:46 | yes | 9 | 59 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:11 | yes | 13 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:35 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:27 | yes | 11 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:46 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:51 | yes | 18 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:09 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:34 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:40 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:45 | yes | 24 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:16 | yes | 20 | 59 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:06 | yes | 13 | 43 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:58 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:07 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:36 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:38 | yes | 20 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:12 | yes | 17 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:20 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:19 | yes | 22 | 57 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:09 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:18 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:39 | yes | 24 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:27 | yes | 20 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:22 | yes | 5 | 41 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:48 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:19 | yes | 2 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:24 | yes | 12 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:14 | yes | 23 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:39 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:16 | yes | 16 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:37 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:05 | no | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:41 | yes | 23 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:04 | yes | 19 | 43 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:53 | yes | 13 | 41 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Aikido read as Aikido Security
Checkmarx read as Checkmarx One
Checkmarx (Checkmarx One) read as Checkmarx One
Checkmarx (One) read as Checkmarx One
GitHub Advanced Security / CodeQL read as GitHub Advanced Security
GitHub Code Security / CodeQL read as GitHub Advanced Security
GitHub Code Security with CodeQL read as GitHub Advanced Security
GitLab read as GitLab SAST
GitLab Ultimate read as GitLab SAST
Mend read as Mend SAST
Mend (formerly WhiteSource) read as Mend SAST
Mend.io read as Mend SAST
Veracode read as Veracode Static Analysis
Veracode (by Broadcom) read as Veracode Static Analysis
Unresolved, counted raw
Broadcom Fortify (formerly Micro Focus)
GitHub Code Security
GitLab Advanced Security (GitLab SAST)
IBM AppScan (HCL AppScan)
OpenText's Fortify
RATS
SonarQube Enterprise Edition
SonarQube Enterprise Edition (SonarSource)
SonarQube Server Enterprise or Data Center
Synopsys Fortify
Veracode Static
Discontinued, still offered
No shut-down product was recommended here.