| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Artifact and container registries | Developer platform | 5% | 9 of 89 | 8% | 13 | accepted challenger | |
| Software composition analysis | Developer platform | 2% | 7 of 50 | 9% | 32 | accepted challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 1 | 4 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 1 | 2 | 1 | 1 | 5 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 3 | 2 | 0 | 6 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 2 | 5 |
| Kimi K2 | 0 | 3 | 2 | 0 | 5 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 3 | 0 | 0 | 0 | 3 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 2 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“Sonatype | Highest strategy score, AI/ML for malicious component detection | Strongest policy engine (30+ constraints), end-to-end SBOM management” MiniMax M2.5 · SCA · comparative prompt · first choice
“For universal artifact management: JFrog Artifactory or Sonatype Nexus Repository Pro.” Mistral Small · Artifact registries · scale prompt · first choice
“Sonatype Nexus — strongest security intelligence (proprietary research, high-fidelity scanning)” DeepSeek V4 Flash · Artifact registries · scale prompt · first choice
“I would recommend starting with Sonatype Nexus Lifecycle or Snyk Open Source” MiniMax M2.5 · SCA · direct 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.
“you do not need a high-end enterprise Software Composition Analysis (SCA) tool (like Black Duck, Mend, or Sonatype)” Gemini 3.5 Flash · SCA · budget prompt · soft negative
“using tools like JFrog Artifactory, Sonatype Nexus, or simple self-hosted Docker Registry instances” Qwen 3.7 Flash · Artifact registries · negative prompt · soft negative
“weaker support for modern langs/ecosystems; complex initial config (weeks of tuning); dated UI” Grok 4.20 · SCA · negative prompt · soft negative
“Historically perceived as having a steeper learning curve and heavier UI than Mend or Snyk” Qwen 3.7 Flash · SCA · direct 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 121 of the 126 answers that named Sonatype Lifecycle and are not a share of its labels.
373 of the 453 domain citations in answers naming Sonatype Lifecycle came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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.
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 Sonatype Lifecycle's own pages state, read September 28, 2026: sonatype.com/request-sonatype-lifecycle-demo, help.sonatype.com/en/sonatype-lifecycle.html, sonatype.com/solutions/open-source-security, sonatype.com/partners/opentext-sonatype-lifecycle, sonatype.com/solutions/software-supply-chain-security. 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 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.
A new claim receives the current edition's vendor brief for Sonatype Lifecycle by email, built from the raw record of the edition. It shows: