ContentQuo Test | ContentQuo

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Lucía Guerrero

Machine Translation Specialist, CPSL 

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process

Where does it fit in my localization workflow?

As LLM-assisted Translation Quality Evaluation (AI LQA) becomes part of the localization tech stack, it introduces a lot of uncertainty: which AI vendor to use, how it compares to human reviewers, and how it performs across languages, content types, and domains.

ContentQuo Test gives localization teams a dedicated, specialized benchmarking environment to answer these questions with clarity & precision – before and after deploying AI LQA into production.

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Import your
human LQA scorecards

Select AI LQA providers
to test

Run AI LQA on
the same
content
as in human
scorecards

Compare
AI LQA results
with human
baseline

Get clear
testing
reports
and KPIs

Adjust AI LQA setup and retest again

BENEFITS

Why use benchmarking software instead of spreadsheets?

90%

less overhead

Your team has better things to do than spend hours copy-pasting into spreadsheets.

500%

faster insights

Centralize your quality data and get AI testing results instantly, instead of waiting weeks for vendor reports.

1000%

better decisions

By testing multiple AI LQA providers on your translations and scorecards – see how much benefit AI delivers.

feature

Benchmark AI LQA against human LQA

Compare LLM-generated quality scores with existing human LQA data – at scale, using your own content and quality framework.

feature

Validate your AI LQA setup before rollout

Avoid costly surprises in production by testing AI reviewer accuracy and coverage in a sandboxed environment.

feature

Scale AI LQA without spreadsheets

Compare OpenAI, Claude, DeepSeek, or your in-house models across prompts, domains, and locales. Test them side by side in hours – no spreadsheets, no manual tracking. Just fast, automated benchmarking.

feature

Plug & test any AI LQA

Use ContentQuo’s own fully customizable AI LQA engine, connect your own in-house built AI LQA, or bring in any partner solution. Full flexibility, no vendor lock-in.

feature

Track AI performance as models evolve

LLMs evolve fast. Catch silent failures – like a prompt that stops spotting errors in German – before they hit production. Run tests regularly to to measure and compare performance over time.

integrations

Plug any AI LQA into any Translation Management System

BROWSE INTEGRATIONS

Plays nicely with your existing toolset

We recognize that linguistic quality programs don’t happen in a vacuum: there are all sorts of other localization tools you or your clients are already using in order to produce localized content. This is exactly why we made ContentQuo interoperable and standards-based.

Upload any XLIFF, Excel, CSV, or TMX

All popular XLIFF varities from most popular CAT and TMS tools can be read and written by ContentQuo. Other bilingual formats like XLSX can be read, with per-project column configuration. 20+ file formats!

Import existing offline quality scorecards

Have been doing LQA in spreadsheets for years? ContentQuo can import all of those, so that you don’t lose any of those precious quality KPIs and can centralize them from day 1.

Read XLIFF revision history or compare versions

We import change history automatically from supported XLIFF flavors like Trados or memoQ. If unavailable, you can always ask ContentQuo to compare 2 file revisions and find changes.

Pull data in and out of your TMS automatically

Through our TMS integrations, we can synchronize your user accounts, projects, and translation jobs into ContentQuo - and also make changes in your TMS when certain conditions are met.

Write all modified translations back into XLIFF

For easily updating your TM after an LQA or mock post-editing sessions, ContentQuo records all the changes done to translated text back into your bilinguals so that you can import them into TM

Export scorecards into customizable Excel

When you just need that offline copy, export a single quality scorecard from ContentQuo into an Excel, or export a summary of all your quality evaluations, or get a ZIP with all individual scorecards - in just a click

Infinitely flexible for your quality workflows

ContentQuo Analyze offers unprecedented flexibility to exactly match your existing human evaluation workflow and methodology. Your team doesn’t need to adapt the way they work - instead, the tool adapts to you!

Customizable error typologies

Mix and match any MQM error categories into your custom quality profile. Define any weights and penalties, as well as quality grades. Even the scoring formula is customizable if needed!

Customizable rating scales

Use 3-point, 4-point, or 5-point scales. Assess Adequacy and Fluency, or Accuracy / Language / Style, or Expected Edit Effort - the choice is yours. Different projects can use different scales.

Customizable number of evaluators

Get averaged ratings from 2 to 5 linguists simultaneously for more objective Adequacy-Fluency evaluations. Or just assign 1 linguist.

Customizable workflow & permissions

Have a senior linguist double-check the assessment, or disable post-editing to focus on evaluation only. Can vary per project, too!

Customizable Edit Distance metrics

We support TAUS Edit Density and CharacTER out of the box and can integrate any custom Edit Distance metrics on demand

Customizable roles & notifications

User access levels, visibility of different projects, and email notifications schemes can all be customized to meet your specific needs and wants.

As safe as a safe. Or even safer.

Whether you’re a corporate team or an LSP, you know that working with proprietary or even high-sensitivity content requires you using only secure and trusted SaaS platforms. This is what we obsess about at ContentQuo - keeping your (and your client’s) data safe.

Secure public cloud hosting in the EU

By default. your ContentQuo will be hosted in a secure Tier4 grade datacenter facility in the European Union (typically Germany). Our preferred hosting partners are Hetzner GmbH and Microsoft Azure.

Private cloud hosting in EU, US, ANZ

For higher security and deeper data isolation, we can deploy ContentQuo in your Microsoft Azure account - our team will manage it for you while you cover the cloud subscription costs.

On-premise hosting in your datacenter

For those rare, highly-sensitive cases where you need 100% control over your infrastructure, ContentQuo can be deployed on premise on your hardware - even without Internet access.

Customizable workflow steps

Have a senior linguist double-check the assessment, or disable post-editing to focus on evaluation only. Switch the workflow per project if needed.

Fully GDPR compliant EU company

As an EU company serving many EU public sector organizations, we place a special emphasis on treating your personal data right, including dedicated features such as user anonymization.

Flexible access and visibility controls

Different global roles have different permissions in the system, while different teams can have access to different sets of projects in the system. Even granular permissions on each workflow step can be set.

Easy to learn, implement, and succeed

Even great software can be useless if you don’t understand how exactly could you achieve great results with it. We work hard to keep our platform as simple as possible over the years, while listening to user feedback and taking it onboard to make everything better for you.

5-minute learning curve for your linguists

If your translators has seen a CAT tool, they will be able to start with ContentQuo in no time. Our built-in guidance explains the core of quality evaluation, rebuttal, and arbitration processes to each one.

Always personal client onboarding

Regardless of the subscription plan you choose, count on having a real human expert introduce you to all the details of using ContentQuo in your specific scenarios and situations

Technical support you can count on

Have a difficult process question, or looking to workaround a limitation? Our team members have decades of localization experience on both buyer and vendor side -- we get it!

Continuous new features and bugfixes

We have been building our technology non-stop since 2015, and our Engineering team ships new things and fix problems every 2 weeks -- more cool stuff is always coming for you to use in your work

Built on best practices for linguistic quality

We happen to work with some of the brightest minds focused on Localization Qualitry Management in enterprise, government, and LSP parts of this industry. Our tech helps you leverage all that!

Start small - or go big on day one

Our flexible product suite and licensing approach means that we can offer the best value to meet your process, scale, and integration needs. This is why ContentQuo is preferred by big and small teams alike.

suppliers

Connect to any AI LQA engines, test to find the best

Plug in any AI LQA engine built by any vendor based on any Language Model (OpenAI, Claude, Gemini, or any other). Compare side by side to find what works for your content, languages, and your definitions of language quality.