Five products, Crowdin, Lokalise, Phrase, Smartling and Transifex, were each named in all 6 of the 6 answers we measured in translation management software. We put six buyer questions to ChatGPT and Gemini on 2026-08-06, gave each question one live web search, and recorded every product the assistants named. Those five brands were unanimous: not one of the six questions came back without every single one of them.
After that five-way tie at 6 of 6, the list drops off fast. Weglot was named in 4 of 6 answers, Smartcat in 3 of 6, and MemoQ and XTM Cloud in 2 of 6 each. Below them sits a tail of five products named just once across all six questions: Localazy, POEditor, Protemos, Redokun and Taia. Fourteen distinct products were named in total, but only five of them showed up every time.
How the shortlist changed from question to question
The five constants held under every phrasing, but the edges of the shortlist moved a lot depending on how we asked. Each of the six questions returned seven or eight products, and which extra names filled the last slots came down entirely to the wording.
The plain "best translation management software" question was the only one that surfaced Taia and Redokun. Each was named in that single question and nowhere else, so both finished at 1 of 6. Ask the most generic version of the question and you get two names that never reappear once the question gets more specific.
"Best translation management software for small teams" was the only question to name POEditor, its lone appearance in the entire set at 1 of 6. Otherwise the small-teams answer leaned on the same five constants plus Smartcat, which suggests the assistants treat "small teams" as close to a synonym for the general "best" list rather than a genuinely different shortlist.
The "best free" question rearranged the board the most. It was the only one to name Localazy and Protemos, each at 1 of 6, and it pushed Crowdin to the top of its answer ahead of Lokalise. Free is where the open-source and freemium names, Crowdin, Localazy and Protemos, earned their place, and it was one of only two questions to pull in Weglot.
The "most affordable" question, by contrast, introduced no new names at all. Every product it returned, Lokalise, Crowdin, Smartcat, Phrase, Transifex, Smartling and Weglot, had already appeared in at least one other question. Asking specifically about price unlocked no hidden set of budget tools; it just reshuffled familiar names, with Smartcat and Weglot moving up.
Weglot is the clearest case of this fan-out. It was named in 4 of 6 answers overall, yet never in the bare "best" question or the "small teams" question. It appeared only once buyers asked what they "should use", asked for "free", asked for "affordable", or asked for "recommendations". A vendor watching only the headline "best" query would conclude Weglot is invisible; four of the six phrasings say the opposite.
The source map: who the answers were built from
Across the six answers, the assistants cited 15 distinct domains. The single most-used source was lokalise.com, which fed all 6 of 6 answers, followed by reddit.com, redokun.com and smartling.com at 5 of 6 each.
Here is the insight that matters most for anyone selling in this category: the top source was a vendor's own site. lokalise.com fed 6 of 6 answers and Lokalise the product was named 6 of 6. smartling.com fed 5 of 6 and Smartling was named 6 of 6. crowdin.com fed 2 of 6 and Crowdin was named 6 of 6. The pages that shape the AI's answer are, again and again, written by the vendors that end up inside the answer.
Publishing the roundup is not the same as being named in it, though. redokun.com fed 5 of 6 answers, as many as almost any domain, yet Redokun the product was named in only 1 of 6. localizely.com fed 4 of 6 answers while its own product did not make the named list at all. Vendor comparison blogs get cited heavily as sources, but being cited as a source does not carry your product onto the shortlist.
Community threads carried real weight. reddit.com was cited in 5 of 6 answers, tied with redokun.com and smartling.com as the most-cited domains after lokalise.com, and quora.com added one more at 1 of 6. In six questions about which tool to buy, a Reddit thread was in the source list five times.
Review directories did appear, but they did not dominate. g2.com was cited in 4 of 6 answers, capterra.com in 2 of 6, and softwareadvice.com in 1 of 6. The old "get on G2" advice is not wrong here, G2 fed two-thirds of the answers, but it sat below a vendor blog and a Reddit thread for reach. Two answers reached even wider: the "what should I use" question cited a youtube.com video, and the "most affordable" question cited translatepress.com.
What it takes to get named in this category
The pattern across all six questions is blunt: the source list, not market share, decides who gets named. The five products named 6 of 6, Crowdin, Lokalise, Phrase, Smartling and Transifex, each either own a domain that fed the answers or recur across the Reddit, G2 and roundup pages the assistants read. Revenue and customer counts never enter the calculation; only whether a product appears on the roughly 15 pages the assistant pulls.
So if you sell translation management software and you are not in the answer, the fix is specific. Be present in these exact places: the Reddit threads cited in 5 of 6 answers, the G2 and Capterra listings cited 6 times between them, the vendor roundups on redokun.com, localizely.com and xtm.ai that each fed 4 to 5 answers, and your own domain, because three of the five unanimous products got there partly on the strength of their own site. Match that source footprint and you have a real shot at the shortlist. Miss it and no amount of market share puts you there.
The full list, counted
| Product | Named in | Share |
|---|---|---|
| Crowdin | 6 of 6 | 100% |
| Lokalise | 6 of 6 | 100% |
| Phrase | 6 of 6 | 100% |
| Smartling | 6 of 6 | 100% |
| Transifex | 6 of 6 | 100% |
| Weglot | 4 of 6 | 67% |
| Smartcat | 3 of 6 | 50% |
| MemoQ | 2 of 6 | 33% |
| XTM Cloud | 2 of 6 | 33% |
Where Glotier fits
Glotier does not sell translation management software, so we are correctly absent from all six of these answers. We would be worried if we showed up: naming us here would mean the assistants had it wrong.
This measurement is, however, exactly what we run for a customer's own category. We asked ChatGPT and Gemini the six questions a buyer actually types, counted who got named in how many of the six answers, and mapped the 15 domains behind them. Run the same check on your product and you learn whether you are one of the 6-of-6 names or part of the tail named once, and which pages you would need to be on to climb. The check is free, there is no account, and it takes about a minute.