Thunderdome B2B SaaS AI Visibility Index

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September 2026 snapshot · 72 AI answers Locked up

Translation & Localization: AI Visibility Ranking

Translation management systems for language service providers and localization teams covering projects, translators, and workflows. Right now, Phrase is the brand AI assistants recommend most, with a Visibility Score of 78 and the #1 spot in 49% of answers. Head-to-head: Phrase vs Lokalise →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

Phrase leads translation, but four rivals keep pressure constant.

Phrase sits at 67.6 and gets mentioned in 74% of answers, yet its first-pick rate of 44% leaves plenty of room for challengers to cut in. Lokalise and Crowdin together cover nearly half of all answers, so Phrase cannot treat this as settled territory. The most telling signal is Smartcat's near-zero score from Claude against solid numbers from ChatGPT and Gemini, which shows how unevenly model preferences distribute across this crowded field.

AI-generated analysis of the September 2026 measurements.

# Brand Visibility Score Trend (2 mo) Mention rate Avg. position #1 pick rate Models
1 Phrase
78
±2.6
Aug 2026: 79 · Sep 2026: 77.8 flat 85% 1.8 49% ChatGPT #1 Claude #1 Gemini #1
2 Lokalise
46
±3.5
Aug 2026: 51.5 · Sep 2026: 45.8 ▼ 6 60% 3.3 8% ChatGPT #2 Claude #2 Gemini #2
3 Crowdin
34
±5.1
Aug 2026: 34.9 · Sep 2026: 33.8 flat 49% 4.1 3% ChatGPT #3 Claude #3 Gemini #5
4 memoQ
32
±6
Aug 2026: 33.9 · Sep 2026: 32.2 flat 42% 3.3 3% ChatGPT #5 Claude #4 Gemini #4
5 Smartcat
27
±4.7
Aug 2026: 25.7 · Sep 2026: 27.4 flat 38% 3.7 6% ChatGPT #4 Claude #11 Gemini #3
6 Smartling
24
±3.5
Aug 2026: 25.7 · Sep 2026: 23.9 flat 31% 3.2 0% ChatGPT #6 Claude #13 Gemini #6
7 Trados
15
±4.2
Aug 2026: 16.9 · Sep 2026: 15 flat 21% 3.8 3% ChatGPT #9 Claude Gemini #7
8 XTM Cloud
14
±3.9
Aug 2026: 15.1 · Sep 2026: 13.9 flat 21% 4.3 3% ChatGPT #7 Claude #5 Gemini
9 Plunet
14
±5
Aug 2026: 15.4 · Sep 2026: 13.6 flat 21% 4.5 3% ChatGPT #8 Claude #10 Gemini #10
10 XTRF
13
±4.8
Aug 2026: 10.1 · Sep 2026: 12.6 flat 19% 4.5 3% ChatGPT #10 Claude #7 Gemini #11
11 Transifex
11
±3.1
Aug 2026: 12.5 · Sep 2026: 11 flat 19% 5.4 0% ChatGPT #11 Claude #9 Gemini #12
12 AWS
7
±1
Aug 2026: 2.6 · Sep 2026: 7.2 ▲ 5 8% 2.3 3% ChatGPT Claude #12 Gemini #8
13 Weblate
7
±3.9
Aug 2026: 8.2 · Sep 2026: 6.9 flat 10% 3.9 3% ChatGPT #13 Claude #8 Gemini
14 Wordbee
7
±3.2
Aug 2026: 2.9 · Sep 2026: 6.5 flat 11% 5.1 0% ChatGPT #14 Claude #6 Gemini
15 MateCat
6
±2.6
Aug 2026: 6.1 · Sep 2026: 6.1 flat 7% 2.2 1% ChatGPT #12 Claude Gemini #9

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: Trados Enterprise (5.7), Microsoft Entra ID (5), Bureau Works (4.7), SDL Trados (4.4), OmegaT (3.8). 73 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 22/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Translation & Localization head-to-head →  ·  Explore the prompt tree →

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Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini
0 25 50 75 100 Visibility Score · 0 = never mentioned, 100 = always the first recommendation Phrase Lokalise Crowdin memoQ Smartcat Smartling Trados XTM Cloud Plunet XTRF

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.

1 2 3 4 5 6 7 8 9 10 11 Position in the answer · 1 = the first product recommended Phrase Lokalise Crowdin memoQ Smartcat Smartling Trados XTM Cloud Plunet XTRF

What each model recommends first

ChatGPT

gpt-5.4

1 Phrase
82
2 Lokalise
43
3 Crowdin
35
4 Smartcat
33
5 memoQ
32

Claude

claude-sonnet-4-6

1 Phrase
70
2 Lokalise
36
3 Crowdin
34
4 memoQ
32
5 XTM Cloud
19

Gemini

gemini-3-flash-preview

1 Phrase
82
2 Lokalise
59
3 Smartcat
38
4 memoQ
33
5 Crowdin
32

The questions we asked

Each model answered every prompt 3 times in September 2026. Prompts are brand-neutral so no vendor gets seeded into the question.

  1. Best overall
    What's the best translation management system for a language service provider? See who wins it →
  2. Use-case fit
    We're a localization agency handling multilingual projects across dozens of translators and need to manage jobs, memories, and delivery. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top translation and localization management platforms in 2026? See who wins it →
  4. Startup & small team
    Which translation management system is best for a small freelance translation team on a budget? See who wins it →
  5. Enterprise pick
    Which undefined should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I need software with translation memory, terminology management, and vendor coordination for our projects. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one translation management system, which would it be and why? See who wins it →
  8. Budget & alternatives
    What localization software has the best integrations with content management systems and developer repositories? See who wins it →