| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Software composition analysis | Developer platform | 0% | 13 of 49 | 19% | 31 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 1 | 2 | 0 | 1 | 4 |
| Mistral Small | 0 | 2 | 0 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 2 | 4 |
| Kimi K2 | 0 | 2 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Leader in Forrester Wave 2024 (top scores in current offering/strategy, malicious package detection, SBOM handling, policy management, AI analysis)” Grok 4.1 Fast · SCA · comparative prompt · first choice
“Sonatype Lifecycle - Offers enterprise policy management with per-application licensing, AI-powered analysis, and comprehensive SBOM” Llama 4 Maverick · SCA · direct prompt · alternative
“Choose Synopsys or Sonatype if you are a large organization with strict legal/compliance requirements and deep pockets.” Qwen 3.7 Flash · SCA · comparative prompt · alternative
“Consider Sonatype if you have complex compliance requirements or plan to scale to enterprise size” Kimi K2 · SCA · direct prompt · alternative
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.
“Some enterprise-heavy tools (like older versions of Black Duck or Sonatype Nexus IQ) can be slow to install, heavy on resources, or difficult to configure at scale” Qwen 3.7 Flash · SCA · negative prompt · soft negative
“paid tools like Snyk, Mend, or Sonatype may be better, but they're harder to justify on a tight budget” GPT-5.4 mini · SCA · budget prompt · soft negative
“including older Snyk, Sonatype, etc. configurations that rely purely on version-string matching” DeepSeek V4 Flash · SCA · negative prompt · soft negative
“they can be complex, expensive, and sometimes overkill for smaller teams or simpler use cases” Mistral Small · SCA · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 72 of the 81 answers that named Sonatype Lifecycle and are not a share of its labels.
303 of the 340 domain citations in answers naming Sonatype Lifecycle came from somebody else's page.
Pages are listed as the models cited 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 Sonatype Lifecycle'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 Sonatype Lifecycle, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at sonatype.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.