Octopus Deploy and Spinnaker were the only two products ChatGPT and Gemini named in all six of six answers when we asked them to recommend release management software on 6 August 2026. Every other tool appeared in five answers or fewer. We put six buyer-style questions to the two assistants, gave each one live web search, and recorded every product named and every source domain cited. This page reports only what those answers actually contained.
Azure DevOps and LaunchDarkly came next, each named in 5 of 6 answers (83%). Behind them, Jenkins and Jira tied at 4 of 6 (67%). So the durable core is six products, and only two of them, Octopus Deploy and Spinnaker at 6 of 6 (100%), survived every phrasing of the question we tried.
Counts here run from 0 to 6, one point each time a product appears in a question's answer. That produces a small stable core and a long volatile tail. Eight products were named more than once, and the other twelve were named a single time and then disappeared when the wording changed. Octopus Deploy and Spinnaker at 6 of 6 are the core, and almost everything else is the tail.
The shortlist moved when we changed one word
The headline names matter less than how far the list shifted when we changed a single word in the question. The bare "best release management software" answer named eight tools: Octopus Deploy, Jira, LaunchDarkly, Spinnaker, Azure DevOps, Jenkins, GitLab, and Cutover. Cutover appeared in this one answer and nowhere else across the six questions (1 of 6, 17%).
Change "best" to "best free" and two names swap out. The free answer dropped GitLab and Cutover and added Project.co Project and Freshservice. Freshservice was named in that single "free" answer and in no other (1 of 6, 17%).
Change again to "most affordable" and the shortlist tilts toward Git-based pipelines. The affordable answer kept Octopus Deploy, Jira, Azure DevOps, and Spinnaker, brought GitLab back, and added GitHub Actions, Harness, and Planview. LaunchDarkly and Jenkins, both present in the "best" and "best free" answers, dropped out the moment the question was about price. GitHub Actions, Harness, and Planview each appeared only in this "most affordable" answer (1 of 6, 17% each).
The "for small teams" variant pulled a different crowd again: Chef, monday.com, and ManageEngine ServiceDesk Plus each showed up only there (1 of 6 each). "What release management software should I use" was the only answer to name UrbanCode Release and Jira Service Management, and "recommendations" was the only answer to name CloudBees and Unleash. Added up, twelve of the twenty products we recorded were named in exactly one of the six questions.
Where the answers came from
Three domains fed all six answers: launchdarkly.com, octopus.com, and planview.com, each cited in 6 of 6 (100%). Reddit was next, cited in 5 of 6 answers (83%), the only pure community source near the top. Two roundup-style sites, amoeboids.com and cpoclub.com, were also cited in 5 of 6 answers each (83%).
Below the top tier, two more roundup sites, enov8.com and abtasty.com, were cited in 3 of 6 answers each (50%), and YouTube was cited in 2 of 6 (33%). Every one of the fourteen source domains was a vendor site, an independent roundup, a Reddit thread, or a YouTube video.
Here is the part worth reading twice if you sell one of these tools. Two of the three domains cited in all six answers are vendors' own websites, and both times that vendor's product was named. octopus.com was cited in 6 of 6 and Octopus Deploy was named in 6 of 6. launchdarkly.com was cited in 6 of 6 and LaunchDarkly was named in 5 of 6. The page a company writes to sell its product is the same page the assistants read to decide what to recommend.
The third all-six domain complicates that. planview.com was also cited in 6 of 6 answers, but Planview the product was named in only 1 of 6. Its pages were read mostly as roundups that list rival tools, not as a pitch for Planview itself. Being the source is not the same as being the pick.
The bottom of the source list makes the same point in reverse. pagerduty.com and servicenow.com were each cited once (1 of 6), yet neither PagerDuty nor ServiceNow was named in any answer at all. Getting read is not the same as getting recommended, but never being read at all is close to fatal.
One absence is loud: no review directory appeared anywhere. G2, Capterra, TrustRadius, and Gartner were cited zero times across all six answers. What decided these recommendations was vendor blogs, independent roundups (amoeboids.com, cpoclub.com, enov8.com, abtasty.com), Reddit at 5 of 6, and YouTube at 2 of 6. Not one directory page.
What a vendor here would actually do
If your product is in this category, the lesson is blunt: the source list, not your market share, decides whether you get named. Octopus Deploy was named in 6 of 6 answers, and its own domain was cited in 6 of 6. The tools named once were the tools whose evidence appeared once. Moving from zero mentions to some means getting into the exact pages these answers pull from: the roundups cited in 5 of 6 answers (amoeboids.com and cpoclub.com), the Reddit threads cited in 5 of 6, and a page on your own domain strong enough to be cited the way octopus.com was.
None of that needs a bigger ad budget. It needs your product present, in plain text, in the small set of sources ChatGPT and Gemini actually opened. Fourteen domains fed these six answers. That is a countable, reachable list, not a market.
The full list, counted
| Product | Named in | Share |
|---|---|---|
| Octopus Deploy | 6 of 6 | 100% |
| Spinnaker | 6 of 6 | 100% |
| Azure DevOps | 5 of 6 | 83% |
| LaunchDarkly | 5 of 6 | 83% |
| Jenkins | 4 of 6 | 67% |
| Jira | 4 of 6 | 67% |
| GitLab | 2 of 6 | 33% |
| Project.co Project | 2 of 6 | 33% |
| Chef | 1 of 6 | 17% |
Chef is one of twelve products named exactly once (17% each). The other eleven are CloudBees, Cutover, Freshservice, GitHub Actions, Harness, Jira Service Management, ManageEngine ServiceDesk Plus, monday.com, Planview, Unleash, and UrbanCode Release. Note that Jira (4 of 6) and Jira Service Management (1 of 6) are two separate labels for the same Atlassian family, and the measurement recorded them apart. We kept them as two rows rather than folding them into a "5 of 6" the data never actually showed.
Where Glotier fits
Glotier does not sell release management software, so we were named in 0 of 6 answers here, which is exactly right. We did not add ourselves to a single list. But the measurement you just read is the whole of what Glotier does: we run these buyer questions against the AI assistants for your own category, record every product named across all six phrasings, and show you the source pages behind each answer, the way we surfaced octopus.com and reddit.com above. The check is free, it takes about a minute, and it does not ask you to create an account. If you want to see where your own product stands, that is the offer.