| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Certificate lifecycle management | Identity and access | 0% | 21 of 104 | 0% | 8 | under 10 labels · led by Sectigo Certificate Manager at 27% | |
| Non-human identity management | Identity and access | 0% | 79 of 128 | 0% | 1 | under 10 labels · led by JumpCloud at 14% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Smallstep is a better choice if you want an on-prem, API-first CA for automated short-lived service and device certs.” Muse Glimmer 30B · Certificate management · budget prompt · alternative
“Light‑weight private CA with easy “certificate‑authority‑as‑code”; great for devops‑oriented shops.” MiniMax M2.5 · Certificate management · paraphrase prompt · alternative
“Smallstep is open-source and ideal for internal or DevOps setups, making it a free option.” Claude Haiku 4.5 · Certificate management · budget prompt · alternative
“For modern DevOps: Use Smallstep if you need developer-friendly tools” GLM 4.7 FlashX · Certificate management · budget 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.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 22 of the 28 answers that named Smallstep Certificate Manager and are not a share of its labels.
Eighty-two of the ninety-one domain citations in answers naming Smallstep Certificate Manager 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 97 | 0 | 2026-05-19 | ||
| Comparison | 7 | 0 | 2025-12-04 | ||
| Case study | 4 | undated | |||
| Conference or event | 4 | undated | |||
| Template or tool | 1 | undated |
Every page smallstep.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 October 5, 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 Smallstep Certificate Manager's own pages state, read October 5, 2026: smallstep.com, smallstep.com/pricing, smallstep.com/platform, smallstep.com/case-studies, smallstep.com/signup/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 Smallstep Certificate Manager'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 Smallstep Certificate Manager, 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 Smallstep Certificate Manager by email, built from the raw record of the edition. It shows: