Zoho BugTracker was the only bug tracker that ChatGPT and Gemini named in all six buyer questions we ran, a clean 6 of 6, or 100%. No other product matched that consistency.
We put six ways a buyer shops for a bug tracker to ChatGPT and Gemini, one live web search each on 3 August 2026, and recorded every product they named and every source domain behind the answers. Fifteen distinct products surfaced across the six answers, and only Zoho BugTracker appeared in every one.
Jira came second, named in 4 of 6 answers (67%). It is the default name everyone expects, yet it missed two of the six questions completely, which we come back to below. Behind Jira the field splits into pairs: BugHerd and Mantis Bug Tracker were each named in 3 of 6 answers (50%), and ClickUp and Redmine in 2 of 6 (33%).
The tail is long and thin. Nine separate products were each named exactly once, a 1 of 6 showing (17%): Asana, BugTracker.NET, Bugzilla, MantisBT, monday.com, Oracle, TeamGantt, Trello and Vikunja. Named once means a single phrasing of a single question pulled the product in while the other five did not.
The shortlist changes with the question
The six questions are not one question asked six times. Each phrasing pulled a visibly different shortlist, and only Zoho BugTracker survived all six reframings at 6 of 6.
The plain "best bug tracking software" query returned a tight, mainstream three: Jira, Zoho BugTracker and Mantis Bug Tracker. That is the safe canonical answer, three names, all of which appear in other answers too.
"Best bug tracking software for small teams" swung toward lighter, general task tools and introduced four names that appeared in no other answer: Trello, monday.com, TeamGantt and MantisBT (1 of 6 each). Of the six products named for small teams, those four were unique to this one question, so the small-team framing quietly traded dedicated bug trackers for general project boards.
"Best free bug tracking software" produced the biggest swing of all. It returned Bugzilla, Redmine, BugTracker.NET, Vikunja and Zoho BugTracker, and three of those, Bugzilla, BugTracker.NET and Vikunja, were named in no other question (1 of 6 each). The free query reads almost like a separate market of open-source, self-hosted names that the paid-leaning questions never mention.
"Most affordable bug tracking software" behaved differently again by introducing no new names at all. Its four picks, Zoho BugTracker, Redmine, Mantis Bug Tracker and Jira, were all recycled from other answers. In the assistants' reading, affordable meant the familiar cheap-or-free regulars rather than a fresh budget set.
Jira is the clearest casualty of this fan-out. It was named in 4 of 6 answers overall, but it was absent from both "best free" and "small teams." Ask the generic question and Jira leads; add a budget or a team-size constraint and it can fall off the list entirely. A vendor watching only the bare "best" query would never see that gap.
One measurement note: Mantis Bug Tracker (3 of 6) and MantisBT (1 of 6) are the same tool written two ways. Kept separate as the assistants wrote them, the Mantis project actually turns up in four of the six answers, level with Jira, but we hold the two labels apart because that is how the answers named it.
Where the answers came from
Sixteen source domains fed the six answers, and the two that appeared in every one were a roundup blog and a community forum: pieces.app (6 of 6) and reddit.com (6 of 6). Neither is a review directory, and Reddit alone was pulled into all six answers.
Community threads carried real weight. Reddit fed all 6 answers and Quora fed 4 of 6, so community discussion touched every one of the six answers, with Reddit in all of them and a Unity forum thread adding one more.
Roundup and blog articles were the other pillar: pieces.app (6 of 6), testgrid.io (3 of 6), thectoclub.com (3 of 6) and featurebase.app (2 of 6), plus deviqa.com, softwaretestingmagazine.com and happyfox.com at 1 each. Wikipedia showed up in 3 of 6 answers and YouTube in 3 of 6, so a video result was cited as often as testgrid.io or thectoclub.com.
Here is the key insight for anyone selling in this category: the vendors whose own domains showed up are exactly the products that got named. Zoho's own site, zoho.com, fed 4 of 6 answers, and Zoho BugTracker was the single product named in all 6. Mantis's own site, mantisbt.org, fed 3 of 6, and Mantis was named across four answers. Atlassian's own site fed 2 of 6, and Jira was named in 4. Bugzilla's own site fed 1 of 6, and Bugzilla was named once. When your domain sits in the retrieved set, your product tends to sit in the answer.
What did not appear is as telling as what did. No review directory fed a single answer: G2, Capterra, TrustRadius, Software Advice and Gartner are absent from all six. In a category where buyers are assumed to live on those sites, none of them shaped what ChatGPT and Gemini said. The work was done by Reddit, roundup blogs, Wikipedia, YouTube and the vendors' own pages.
What a vendor here would do to get named
If you sell bug tracking software, this measurement is a to-do list rather than a scoreboard. Which product gets named is decided by which 16 domains get retrieved, not by market share, and you can read most of those domains straight off the list above.
Be on Reddit and in the roundups, because that is where the citations are. The two sources present in all 6 answers were pieces.app and reddit.com. If your product is not discussed in the relevant Reddit threads and not listed in the pieces.app, testgrid.io and thectoclub.com roundups, you are absent from the exact pages the assistants read most.
Publish your own comparison and product pages, because vendor domains plainly count. Every vendor named in 3 or more answers, namely Zoho, Mantis and Jira, had its own domain in the retrieved sources. zoho.com feeding 4 of 6 answers next to Zoho BugTracker's 6 of 6 is not a coincidence.
And watch more than the headline query. Jira sat at 4 of 6 yet vanished from both "best free" and "small teams." Your product can lead the generic question and still be invisible the moment a buyer adds "free," "affordable" or "for small teams," and the only way to catch that is to measure each phrasing on its own.
The full list, counted
| Product | Named in | Share |
|---|---|---|
| Zoho BugTracker | 6 of 6 | 100% |
| Jira | 4 of 6 | 67% |
| BugHerd | 3 of 6 | 50% |
| Mantis Bug Tracker | 3 of 6 | 50% |
| ClickUp | 2 of 6 | 33% |
| Redmine | 2 of 6 | 33% |
| MantisBT | 1 of 6 | 17% |
| Bugzilla | 1 of 6 | 17% |
| Vikunja | 1 of 6 | 17% |
MantisBT is the same tool as Mantis Bug Tracker under a second spelling, listed on its own row because the answers named it both ways, and we do not sum the two into a figure the data never shows. Six more products were each named once (17%) and sit just below the table: Asana, BugTracker.NET, monday.com, Oracle, TeamGantt and Trello.
Why Glotier is not on this list, and why we ran it anyway
Glotier does not sell bug tracking software, so it is correctly absent from all six answers, and we would be worried if it were there. But the measurement you just read is exactly what Glotier does for a customer's own category: put the six buyer questions to the assistants, count who gets named across all six, and show the source pages behind each answer.
If you sell in this category, the useful next step is to run these same six questions against your own product and see your real number out of six. The check is free, takes about a minute, and needs no account.