Machine translation software: AI search visibility ranking (2026)
How AI search engines rank machine translation software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Translation platforms used to localize content, applications, documents, and customer communications with AI-assisted language automation. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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At a glance
What we observed in this categoryauto-generated
DeepL leads the machine translation software category with a visibility score of 50%, more than 12 points above the second-ranked Microsoft Translator at 37.5%. The category average visibility sits at just 6.9%, making DeepL's score roughly seven times the norm. This gap is significant because it suggests Google AI Mode is consolidating awareness around a small number of named brands, with the majority of the 20 tracked brands effectively invisible in AI-generated responses.
A striking divergence exists between visibility and citation across this category. DeepL and Microsoft Translator hold the top two visibility positions yet carry 0% citation rates, meaning AI Mode mentions them without linking to their domains. Conversely, Crowdin has zero visibility but a 75% citation rate, and Phrase has only 12.5% visibility alongside a 50% citation rate. This pattern shows that being named frequently and being trusted as a source are measurably different outcomes in this category.
Every brand in the top 10 records Google AI Mode as its top engine, confirming this audit is anchored entirely on that single surface. The top cited sources list includes crowdin.com, phrase.com, smartling.com, and lokalise.com alongside third-party domains such as youtube.com, reddit.com, and ehlion.com. The presence of Reddit and YouTube in cited sources indicates AI Mode is pulling from community and video content rather than exclusively from vendor sites when forming responses about machine translation software.
Movers & shakers since last refresh
Biggest visibility risers
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DeepL 0% → 50% · rank #0 → #1+50pp
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Microsoft Translator 0% → 38% · rank #0 → #2+38pp
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Amazon Translate 0% → 25% · rank #0 → #5+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
deepl.com
|
50% | 0% | Google AI Mode |
DeepL's 50% visibility is roughly seven times the 6.9% category average, yet its 0% citation rate means AI Mode names but never links to deepl.com. |
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| 2 |
microsoft.com
|
38% | 0% | Google AI Mode |
Microsoft Translator holds 37.5% visibility, second only to DeepL, but also records 0% citations, mirroring the same named-but-not-sourced pattern as the leader. |
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| 3 |
phrase.com
|
12% | 50% | Google AI Mode |
Phrase's 50% citation rate far exceeds its 12.5% visibility, making it the most cited domain relative to its named presence among the top five brands. |
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| 4 |
crowdin.com
|
0% | 75% | Google AI Mode |
Crowdin achieves the highest citation rate in the dataset at 75% despite 0% visibility, meaning AI Mode references crowdin.com as a source without naming Crowdin as a brand. |
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| 5 |
aws.amazon.com
|
25% | 0% | Google AI Mode |
Amazon Translate sits at 25% visibility and 0% citations, placing it third for named mentions but absent entirely from AI Mode's cited source list. |
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| 6 |
smartling.com
|
0% | 38% | Google AI Mode |
| 7 |
modernmt.com
|
12% | 0% | Google AI Mode |
| 8 |
lokalise.com
|
0% | 25% | Google AI Mode |
| 9 |
unbabel.com
|
0% | 0% | Google AI Mode |
| 10 |
rws.com
|
0% | 0% | Google AI Mode |
| 11 |
textunited.com
|
0% | 0% | Google AI Mode |
| 12 |
intento.ai
|
0% | 0% | Google AI Mode |
| 13 |
miraitranslate.com
|
0% | 0% | Google AI Mode |
| 14 |
translated.com
|
0% | 0% | Google AI Mode |
| 15 |
fanyi.baidu.com
|
0% | 0% | Google AI Mode |
| 16 |
papago.naver.com
|
0% | 0% | Google AI Mode |
| 17 |
reverso.net
|
0% | 0% | Google AI Mode |
| 18 |
lilt.com
|
0% | 0% | Google AI Mode |
| 19 |
cloud.google.com
|
0% | 0% | Google AI Mode |
| 20 |
systransoft.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on machine translation software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own machine translation software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about machine translation software AI visibility
Who leads AI visibility in machine translation software?
DeepL leads with a 50% visibility score, well ahead of Microsoft Translator at 37.5% and far above the category average of 6.9%.
Which machine translation brands are cited most often by AI Mode?
Crowdin has the highest citation rate at 75%, followed by Phrase at 50% and Smartling at 37.5%, based on the top cited sources data.
Can a brand have high visibility but low citations in this category?
Yes. DeepL and Microsoft Translator both score 0% on citations despite holding the top two visibility positions, showing AI Mode names them without sourcing their domains.
What external sources does AI Mode rely on for machine translation research?
Alongside vendor sites, AI Mode cites youtube.com, reddit.com, and ehlion.com, indicating community and third-party content influences responses in this category.
Which engine dominates AI visibility for machine translation software brands?
Google AI Mode is listed as the top engine for every brand in the top 10, making it the sole surface captured in this audit.
How does the average visibility score compare to the top brand in this category?
The category average visibility is 6.9%, while DeepL scores 50%, meaning the top brand captures roughly seven times the average AI presence across all 20 tracked brands.