AEO for machine translation software: AI search visibility ranking
How AI search engines rank machine translation software by visibility and citations. 20 brands measured quarterly 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 →
Download this AEO ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When buyers ask about machine translation software, AI engines frequently spotlight Smartling as a leader. Crowdin and DeepL also emerge as top contenders. With a leader visibility percentage of 12.5%, Smartling stands at the forefront in AI-generated discussions. This suggests a strong presence and influence across various AI sources.
The rankings are shaped significantly by the sources AI engines utilize, with domains like youtube.com, crowdin.com, and smartling.com topping the list. These include aggregator and review sites, where Smartling and Crowdin's own domains appear, highlighting their substantial online footprint and influence in shaping user preferences through readily available information.
For buyers, understanding the influence of AI recommendations is crucial. Considering recent reviews, third-party validation, and platforms with authority in machine translation can influence decision-making. AI engines value these facets, pointing to the importance of staying updated with new insights and recognizing authoritative voices in specific subcategories before making a choice.
At a glance
What we observed in this category
Smartling and Crowdin share the top composite score of 35.0, each posting 12.5% visibility and 87.5% citation rates, well above the category averages of 3.8% and 15.6% respectively. DeepL sits third at 25.0 composite but its visibility has dropped from 50% to 25% since the previous period, meaning the gap between the joint leaders and the next-ranked brand is now 10 composite points. That gap signals a two-brand cluster pulling significantly clear of the remaining 18 brands in the audit.
Translated presents the clearest divergence between being named and being trusted: it holds a 50% citation rate despite 0% visibility, producing a composite of just 15.0. Phrase mirrors this pattern with 25% citation and 0% visibility. Conversely, Google Cloud Translation shows the inverse, with 12.5% visibility but 0% citation, meaning AI surfaces it in responses but does not link back to it. These splits indicate that appearing in AI-generated text and earning a cited source link are distinct outcomes in this category.
Every brand in the top 10 lists Google AI Mode as its top engine, confirming this audit is entirely anchored on that single engine. Among the top cited sources, both crowdin.com and smartling.com appear directly alongside third-party domains such as youtube.com, g2.com, and ehlion.com. The presence of a review platform (g2.com) and a niche translation consultancy (ehlion.com) in the source list suggests AI is drawing category context from external editorial and review content, not solely from brand-owned domains.
Movers & shakers since last refresh
Biggest visibility risers
-
Smartling 0% → 12% · rank #4 → #1+12pp
-
Crowdin 0% → 12% · rank #2 → #2+12pp
-
ModernMT 0% → 12% · rank #10 → #5+12pp
Biggest visibility fallers
-
DeepL 50% → 25% · rank #1 → #3-25pp
-
Microsoft Translator 12% → 0% · rank #6 → #9-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
smartling.com
|
12% | 88% | Google AI Mode |
Smartling leads with a 35.0 composite score and an 87.5% citation rate, driven by rising from rank 4 to rank 1 with a 12.5 point visibility gain this period. |
||||
| 2 |
crowdin.com
|
12% | 88% | Google AI Mode |
Crowdin matches Smartling exactly at 35.0 composite and 87.5% citation, but its citation delta fell 12.5 points even as visibility rose 12.5 points this period. |
||||
| 3 |
deepl.com
|
25% | 25% | Google AI Mode |
DeepL holds 25.0% visibility, the highest single-brand figure in the audit, but its composite dropped from a likely rank-1 position after visibility halved from 50% previously. |
||||
| 4 |
translated.com
|
0% | 50% | Google AI Mode |
Translated achieves a 50% citation rate with 0% visibility, the widest named-versus-cited gap in the top 5 and a composite of 15.0. |
||||
| 5 |
modernmt.com
|
12% | 12% | Google AI Mode |
ModernMT rose five places to rank 5 with a 12.5 point visibility gain, but its citation rate remains low at 12.5%, matching the category average. |
||||
| 6 |
cloud.google.com
|
12% | 0% | Google AI Mode |
| 7 |
phrase.com
|
0% | 25% | Google AI Mode |
| 8 |
lokalise.com
|
0% | 12% | Google AI Mode |
| 9 |
microsoft.com
|
0% | 12% | Google AI Mode |
| 10 |
systransoft.com
|
0% | 0% | Google AI Mode |
| 11 |
rws.com
|
0% | 0% | Google AI Mode |
| 12 |
textunited.com
|
0% | 0% | Google AI Mode |
| 13 |
intento.ai
|
0% | 0% | Google AI Mode |
| 14 |
lilt.com
|
0% | 0% | Google AI Mode |
| 15 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
| 16 |
unbabel.com
|
0% | 0% | Google AI Mode |
| 17 |
miraitranslate.com
|
0% | 0% | Google AI Mode |
| 18 |
fanyi.baidu.com
|
0% | 0% | Google AI Mode |
| 19 |
papago.naver.com
|
0% | 0% | Google AI Mode |
| 20 |
reverso.net
|
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 AEO 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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own machine translation software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for machine translation software
Who leads AI visibility in machine translation software?
Smartling and Crowdin share the top position with identical composite scores of 35.0 and citation rates of 87.5%, well above the category average of 15.6%.
Which brand has the highest raw visibility in this category?
DeepL holds the highest individual visibility at 25.0%, though this is down from 50% in the previous period, contributing to a rank drop from 1 to 3.
What sources does AI cite most for machine translation software research?
The top cited sources include youtube.com, crowdin.com, smartling.com, g2.com, and ehlion.com, indicating a mix of brand-owned domains, a review platform, and third-party editorial content.
Are there brands being named by AI but not cited as sources?
Yes, Translated has a 50% citation rate but 0% visibility, while Google Cloud Translation has 12.5% visibility but a 0% citation rate, showing the two metrics can diverge sharply.
Which brands are rising fastest in AI visibility?
Smartling, Crowdin, and ModernMT are the biggest risers, each gaining 12.5 visibility points from a previous baseline of 0%, with ModernMT also climbing five rank positions.
Which engine drives AI visibility across this category?
Every brand in the top 10 lists Google AI Mode as its top engine, making it the sole engine reflected in this audit data.