What AI assistants actually recommend when buyers ask about changelog tools — measured weekly across 5 engines, published as open data.
Updated 2026-08-01 · 70 sampled answers · rolling 4-week window · methodology
Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.
Sample: 70 AI answers · Window: Jul 4, 2026 – Aug 1, 2026 (4-week rolling) · trend vs prior 4 weeks (40 answers)
Across 70 sampled AI answers from 5 engines, Changelog is recommended most often — appearing in 97.1% of recommendations, followed by Beamer (57.1%) and Canny (51.4%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Changelog changelog.com | 97.1% 95% CI 90.2–99.2% 68 mentions · avg pos 3.1 first pick 29.4% | — | GROK 100%GEMINI 95.2%CHATGPT 100%CLAUDE 92.9%PERPLEXITY 100% | Claim |
| 2 | Beamer Best for: AI recommends Beamer most when buyers ask “best changelog tools for SaaS product teams” (100% of those answers) | 57.1% 95% CI 45.5–68.1% 40 mentions · avg pos 7.7 first pick 12.5% | — | GROK 71.4%GEMINI 52.4%CHATGPT 71.4%CLAUDE 57.1%PERPLEXITY 52.4% | Claim |
| 3 | Canny canny.io Best for: AI recommends Canny most when buyers ask “best changelog tools for SaaS product teams” (100% of those answers) | 51.4% 95% CI 40–62.8% 36 mentions · avg pos 6 first pick 16.7% | — | GROK 71.4%GEMINI 47.6%CHATGPT 28.6%CLAUDE 71.4%PERPLEXITY 42.9% | Claim |
| 4 | Headway Best for: AI recommends Headway most when buyers ask “best changelog tools for SaaS product teams” (100% of those answers) | 42.9% 95% CI 31.9–54.5% 30 mentions · avg pos 9.8 first pick 10% | — | GROK 71.4%GEMINI 42.9%CHATGPT 71.4%CLAUDE 28.6%PERPLEXITY 33.3% | Claim |
| 5 | LaunchNotes launchnotes.com Best for: AI recommends LaunchNotes most when buyers ask “best changelog tools for SaaS product teams” (91.7% of those answers) | 38.6% 95% CI 28–50.3% 27 mentions · avg pos 7.6 first pick 7.4% | — | GROK 57.1%GEMINI 42.9%CHATGPT 57.1%CLAUDE 42.9%PERPLEXITY 19% | Claim |
| 6 | Slack slack.com Best for: AI recommends Slack most when buyers ask “which changelog tool integrates best with project management workflows” (75% of those answers) | 37.1% 95% CI 26.8–48.9% 26 mentions · avg pos 9.1 first pick 7.7% | — | GROK 71.4%GEMINI 47.6%CHATGPT 57.1%CLAUDE 35.7%PERPLEXITY 9.5% | Claim |
| 7 | AnnounceKit Best for: AI recommends AnnounceKit most when buyers ask “best changelog tools for SaaS product teams” (50% of those answers) | 32.9% 95% CI 23–44.5% 23 mentions · avg pos 9.9 first pick 8.7% | — | GROK 85.7%GEMINI 52.4%CHATGPT 57.1%PERPLEXITY 9.5% | Claim |
| 8 | Jira Best for: AI recommends Jira most when buyers ask “which changelog tool integrates best with project management workflows” (100% of those answers) | 31.4% 95% CI 21.8–43% 22 mentions · avg pos 8.2 first pick 31.8% | — | GROK 57.1%GEMINI 28.6%CHATGPT 42.9%CLAUDE 21.4%PERPLEXITY 28.6% | Claim |
| 9 | ProductLift productlift.dev Best for: AI recommends ProductLift most when buyers ask “standalone changelog tools vs built-in release notes features in product management software” (66.7% of those answers) | 27.1% 95% CI 18.1–38.5% 19 mentions · avg pos 6.3 first pick 26.3% | — | GROK 71.4%GEMINI 38.1%PERPLEXITY 28.6% | Claim |
| 10 | Notion notion.so Best for: AI recommends Notion most when buyers ask “how do I create a public changelog for my SaaS product” (66.7% of those answers) | 25.7% 95% CI 16.9–37% 18 mentions · avg pos 10.7 first pick 11.1% | — | GROK 71.4%GEMINI 14.3%CHATGPT 42.9%CLAUDE 28.6%PERPLEXITY 14.3% | Claim |
| 11 | Featurebase featurebase.app Best for: AI recommends Featurebase most when buyers ask “best changelog tools for SaaS product teams” (50% of those answers) | 24.3% 95% CI 15.8–35.5% 17 mentions · avg pos 5.3 first pick 11.8% | — | GROK 28.6%GEMINI 28.6%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 28.6% | Claim |
| 12 | Frill frill.co Best for: AI recommends Frill most when buyers ask “best changelog tools for SaaS product teams” (41.7% of those answers) | 22.9% 95% CI 14.6–34% 16 mentions · avg pos 8.5 first pick 6.3% | — | GROK 57.1%GEMINI 19%CLAUDE 21.4%PERPLEXITY 23.8% | Claim |
| 13 | Linear linear.app Best for: AI recommends Linear most when buyers ask “which changelog tool integrates best with project management workflows” (83.3% of those answers) | 21.4% 95% CI 13.4–32.4% 15 mentions · avg pos 10.5 first pick 13.3% | — | GROK 57.1%GEMINI 14.3%CHATGPT 42.9%CLAUDE 7.1%PERPLEXITY 19% | Claim |
| 14 | Userorbit userorbit.com Best for: AI recommends Userorbit most when buyers ask “best changelog tools for SaaS product teams” (75% of those answers) | 18.6% 95% CI 11.2–29.2% 13 mentions · avg pos 7.7 first pick 15.4% | — | GROK 42.9%GEMINI 33.3%PERPLEXITY 14.3% | Claim |
| 15 | Olvy Best for: AI recommends Olvy most when buyers ask “which changelog tool integrates best with project management workflows” (41.7% of those answers) | 15.7% 95% CI 9–26% 11 mentions · avg pos 8.4 first pick 36.4% | — | GEMINI 33.3%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 4.8% | Claim |
| 16 | ReleaseNotes Best for: AI recommends ReleaseNotes most when buyers ask “best changelog tools for SaaS product teams” (33.3% of those answers) | 14.3% 95% CI 7.9–24.3% 10 mentions · avg pos 13.8 first pick 0% | — | GROK 42.9%GEMINI 28.6%CHATGPT 14.3% | Claim |
| 17 | Quackback quackback.io Best for: AI recommends Quackback most when buyers ask “standalone changelog tools vs built-in release notes features in product management software” (58.3% of those answers) | 12.9% 95% CI 6.9–22.7% 9 mentions · avg pos 8.8 first pick 11.1% | — | GROK 14.3%GEMINI 4.8%CHATGPT 28.6%CLAUDE 14.3%PERPLEXITY 14.3% | Claim |
| 18 | ReleaseNotes.io releasenotes.io Best for: AI recommends ReleaseNotes.io most when buyers ask “standalone changelog tools vs built-in release notes features in product management software” (33.3% of those answers) | 12.9% 95% CI 6.9–22.7% 9 mentions · avg pos 13.6 first pick 0% | — | GROK 42.9%GEMINI 23.8%CHATGPT 14.3% | Claim |
| 19 | Productboard productboard.com Best for: AI recommends Productboard most when buyers ask “standalone changelog tools vs built-in release notes features in product management software” (66.7% of those answers) | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 11.8 first pick 0% | — | GROK 14.3%GEMINI 9.5%CHATGPT 28.6%PERPLEXITY 14.3% | Claim |
| 20 | Discord discord.com | 11.4% 95% CI 5.9–21% 8 mentions · avg pos 15.8 first pick 0% | — | GEMINI 4.8%CHATGPT 42.9%CLAUDE 28.6% | Claim |
| 21 | GitLab gitlab.com | 10% 95% CI 4.9–19.2% 7 mentions · avg pos 6 first pick 14.3% | — | GROK 14.3%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 14.3% | Claim |
| 22 | RightFeature rightfeature.com Best for: AI recommends RightFeature most when buyers ask “best changelog tools for SaaS product teams” (66.7% of those answers) | 10% 95% CI 4.9–19.2% 7 mentions · avg pos 12.2 first pick 14.3% | — | GROK 14.3%GEMINI 14.3%PERPLEXITY 14.3% | Claim |
| 23 | CHANGELOG.md changelog.md Best for: AI recommends CHANGELOG.md most when buyers ask “how do I create a public changelog for my SaaS product” (33.3% of those answers) | 8.6% 95% CI 4–17.5% 6 mentions · avg pos 9.7 first pick 0% | — | GROK 14.3%GEMINI 9.5%CLAUDE 21.4% | Claim |
| 24 | Noticeable | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 8.6 first pick 40% | — | GEMINI 19%CLAUDE 7.1% | Claim |
| 25 | ReadMe readme.com | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 9 first pick 20% | — | GROK 14.3%GEMINI 19% | Claim |
| 26 | Keep a Changelog | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 12.4 first pick 0% | — | GROK 42.9%CLAUDE 14.3% | Claim |
| 27 | Produktly | 7.1% 95% CI 3.1–15.7% 5 mentions · avg pos 13.8 first pick 0% | — | GROK 28.6%GEMINI 9.5%PERPLEXITY 4.8% | Claim |
| 28 | Userpilot userpilot.com Best for: AI recommends Userpilot most when buyers ask “what should I use to keep customers informed about product updates” (50% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 4.3 first pick 25% | — | GROK 42.9%PERPLEXITY 4.8% | Claim |
| 29 | ReleaseGlow releaseglow.com | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 4.7 first pick 0% | — | GROK 14.3%CLAUDE 7.1%PERPLEXITY 9.5% | Claim |
| 30 | Trello trello.com Best for: AI recommends Trello most when buyers ask “which changelog tool integrates best with project management workflows” (41.7% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 5.8 first pick 0% | — | GEMINI 9.5%CLAUDE 14.3% | Claim |
| 31 | Azure DevOps | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 7.3 first pick 50% | — | CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 4.8% | Claim |
| 32 | ReleasePad releasepad.io Best for: AI recommends ReleasePad most when buyers ask “how do I create a public changelog for my SaaS product” (41.7% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 14.3 first pick 0% | — | GEMINI 14.3%PERPLEXITY 4.8% | Claim |
| 33 | Usersnap usersnap.com Best for: AI recommends Usersnap most when buyers ask “which changelog tool integrates best with project management workflows” (58.3% of those answers) | 5.7% 95% CI 2.2–13.8% 4 mentions · avg pos 19 first pick 0% | — | GEMINI 4.8%PERPLEXITY 14.3% | Claim |
| 34 | QuickHunt quickhunt.app | 5.7% 95% CI 2.2–13.8% 4 mentions first pick 0% | — | PERPLEXITY 19% | Claim |
| 35 | Productlogz productlogz.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 2 first pick 0% | — | CLAUDE 7.1%PERPLEXITY 9.5% | Claim |
| 36 | Zapier AI zapier.com Best for: AI recommends Zapier AI most when buyers ask “which changelog tool integrates best with project management workflows” (33.3% of those answers) | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 4 first pick 0% | — | GROK 14.3%GEMINI 4.8%PERPLEXITY 4.8% | Claim |
| 37 | Changelogfy changelogfy.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 7.3 first pick 0% | — | GEMINI 4.8%CHATGPT 14.3%CLAUDE 7.1% | Claim |
| 38 | Asana asana.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 7.7 first pick 0% | — | GROK 14.3%GEMINI 4.8%CHATGPT 14.3% | Claim |
| 39 | Mintlify mintlify.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 8 first pick 0% | — | CHATGPT 28.6%PERPLEXITY 4.8% | Claim |
| 40 | ClickUp clickup.com | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 11.7 first pick 0% | — | GROK 14.3%CHATGPT 28.6% | Claim |
| 41 | ChangeCrab | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 12.7 first pick 0% | — | GEMINI 9.5%CHATGPT 14.3% | Claim |
| 42 | Conventional Commits | 4.3% 95% CI 1.5–11.9% 3 mentions · avg pos 14.3 first pick 0% | — | GROK 28.6%GEMINI 4.8% | Claim |
| 43 | Microsoft Teams | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 3 first pick 0% | — | GEMINI 9.5% | Claim |
| 44 | Rapidr | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 3 first pick 0% | — | GEMINI 4.8%CLAUDE 7.1% | Claim |
| 45 | ProductBridge productbridge.io Best for: AI recommends ProductBridge most when buyers ask “best changelog tools for SaaS product teams” (33.3% of those answers) | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 5.5 first pick 0% | — | GEMINI 9.5% | Claim |
| 46 | X (Twitter) x.com Best for: AI recommends X (Twitter) most when buyers ask “simple alternatives to complex product update announcement platforms” (33.3% of those answers) | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 6 first pick 0% | — | GEMINI 4.8%CHATGPT 14.3% | Claim |
| 47 | Ducalis hi.ducalis.io | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 7 first pick 0% | — | GROK 14.3%PERPLEXITY 4.8% | Claim |
| 48 | UserGuiding userguiding.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 7 first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 49 | GitBook gitbook.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 7.5 first pick 0% | — | CHATGPT 28.6% | Claim |
| 50 | ClientSuccess clientsuccess.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 8 first pick 0% | — | GROK 14.3%PERPLEXITY 4.8% | Claim |
| 51 | Sleekplan sleekplan.com | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 10 first pick 0% | — | GEMINI 9.5% | Claim |
| 52 | semantic-release | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 14 first pick 50% | — | GROK 14.3%CLAUDE 7.1% | Claim |
| 53 | featureOS | 2.9% 95% CI 0.8–9.8% 2 mentions · avg pos 24 first pick 0% | — | GROK 28.6% | Claim |
| 54 | Appcues appcues.com | 2.9% 95% CI 0.8–9.8% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 55 | Dev.to dev.to | 2.9% 95% CI 0.8–9.8% 2 mentions first pick 0% | — | PERPLEXITY 9.5% | Claim |
| 56 | ProductPlan productplan.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 1 first pick 100% | — | GROK 14.3% | Claim |
| 57 | Changesets | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 2 first pick 0% | — | CLAUDE 7.1% | Claim |
| 58 | Automated Jira Release Notes Plugin | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 3 first pick 0% | — | GEMINI 4.8% | Claim |
| 59 | Shepherd.js | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 3 first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 60 | Productlane | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 6 first pick 0% | — | GROK 14.3% | Claim |
| 61 | Opsgenie atlassian.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 7 first pick 0% | — | GROK 14.3% | Claim |
| 62 | Changelog CI | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 8 first pick 0% | — | GEMINI 4.8% | Claim |
| 63 | GitHub Changelog Generator | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 9 first pick 0% | — | GEMINI 4.8% | Claim |
| 64 | auto-changelog | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 9 first pick 0% | — | GROK 14.3% | Claim |
| 65 | Mailchimp mailchimp.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 10 first pick 0% | — | GROK 14.3% | Claim |
| 66 | GuideFlow guideflow.com | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 16 first pick 0% | — | GROK 14.3% | Claim |
| 67 | Aha! aha.io | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 24 first pick 0% | — | CHATGPT 14.3% | Claim |
| 68 | PageCrawl pagecrawl.io | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 25 first pick 0% | — | GROK 14.3% | Claim |
| 69 | git-cliff | 1.4% 95% CI 0.3–7.7% 1 mentions · avg pos 27 first pick 0% | — | GROK 14.3% | Claim |
| 70 | AdoptKit adoptkit.com | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 71 | Automated Release Notes & Reports for Jira (ARNR) | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | GEMINI 4.8% | Claim |
| 72 | Chameleon chameleon.io | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
| 73 | Upvoty | 1.4% 95% CI 0.3–7.7% 1 mentions first pick 0% | — | PERPLEXITY 4.8% | Claim |
Reading the numbers: Share is a point estimate on 70 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.
Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.
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