Take this example: 

“Potrebujesz jednoduchsi sposob, ako získat zaplatené?”
A confusing mix of Polish, Slovak, and Czech — and completely off for native speakers. 

Or this one: 

“vybudovali dôveru a привиедли viac”
A Slovak sentence that unexpectedly jumps into Russian Cyrillic mid-thought. 

But it’s not just a Central European problem. South Slavic speakers regularly see their languages treated as interchangeable or corrupted: 

“Dragi korisnik, vaš račun je zatvoren zbog техничких razloga.”
(Croatian + Serbian Cyrillic in a single sentence. Not ideal.) 

South Slavic ≠ One Language 

To a language model, these languages may seem similar. But to native speakers — and especially in formal or professional contexts — mixing Bosnian, Croatian, Serbian, and Slovenian is not acceptable. Each language has its own norms, registers, idioms, and even writing systems. 

Yet AI often fails to make this distinction, leading to: 

• Inconsistent use of scripts (Cyrillic vs. Latin)
• Cross-contamination of vocabulary and grammar
• Tone and register mismatches that hurt readability and trust.

Why Is This Happening? 

1. Low-Resource Languages

Serbian, Croatian, Bosnian, and Slovenian are considered low-resource in the AI space. That means there’s less high-quality training data available — especially from verified, domain-specific, and native sources. 

2. Language Proximity Confusion

AI models rely on statistical patterns, not true linguistic understanding. Similar structures across Slavic languages can cause the model to blend them together without understanding their differences. 

3. Reinforcement Bias

A popular story from the AI community suggests that GPT “stopped speaking Croatian” because Croatian users downvoted too many outputs, unintentionally signaling the model to stop trying. This kind of feedback loop is especially harmful to smaller language communities.

Why This Matters 

Bad translations aren’t just an inconvenience — they: 

• Undermine professional communicatio

• Harm brand credibilit

• Alienate local audience

• Introduce misinformation or legal risk in regulated industries
   

In multilingual regions like the Western Balkans, accuracy isn’t optional — it’s essential. 

The post Lost in Translation: Why AI Struggles with South Slavic Languages (and What We Can Do About It) appeared first on Ciklopea.

For procurement leaders in regulated environments, localization QBRs serve as formal audit-ready documentation of:

• Compliance verification with industry-specific regulations (FDA, EMA, MHRA, etc.)
• Risk mitigation protocols implemented across all target markets
• Documentation of corrective actions taken to address previous quality incidents
• Validation of linguistic validation procedures for patient-facing materials
• Standardization of processes across multiple departments and global markets

Unlike typical vendor reviews, QBRs in regulated industries function as formal governance mechanisms that create auditable trails of oversight—essential during regulatory inspections.

Industry-Specific KPIs That Matter to Procurement Leaders

The most effective localization KPIs for regulated industries focus on risk reduction, compliance assurance, and total cost of ownership:

1. Compliance & Risk Metrics

• Regulatory submission acceptance rates by market and document type
• Terminology consistency percentage across product lines and submissions
• Compliance deviation tracking with root cause analysis
• Audit-ready documentation completion rates

2. Process Validation Metrics

• First-time-right percentage for regulatory submissions
• Change management efficiency (implementation time for terminology updates)
• Process adherence scores across different document categories
• Deviation investigation closure rates

3. Cost Containment & Efficiency

• Total cost of ownership analysis (including revision cycles and regulatory delays)
• Workflow automation adoption rates and resulting time savings
• Resource allocation efficiency across therapeutic areas/product lines
• Technology integration ROI measurements

4. Strategic Partnership Indicators

• Process standardization progress across markets and divisions
• Knowledge transfer effectiveness scores
• Continuous improvement implementation rates
• Cross-functional alignment measurements

Ciklopea’s Approach: Governance-Focused Localization Management

As specialists in regulated industry localization, Ciklopea implements a procurement-friendly approach to QBRs and KPIs that emphasizes:

• Audit-Ready Documentation: Our QBR process creates inspection-ready trails of all localization decisions and quality controls.
• Compliance-First Technology: We integrate regulatory terminology databases and compliance checks into every workflow.
• Risk Categorization Framework: We stratify content by regulatory risk level to optimize resource allocation while maintaining compliance.
• Cross-Functional Integration: Our systems integrate with your quality management and document control systems for seamless traceability.

The Procurement Advantage

For procurement professionals in regulated industries, implementing structured QBRs with Ciklopea delivers tangible benefits:

• Simplified vendor consolidation with demonstrated compliance expertise
• Reduced regulatory submission cycles through first-time-right processes
• Documented due diligence for all localization activities
• Standardized processes across global markets and therapeutic areas/product lines

Take the Next Step

If your organization requires demonstrable governance of localization activities that will withstand regulatory scrutiny, let’s discuss implementing a structured QBR framework with compliance-focused KPIs.

Contact our Team for a consultation.

The post Quarterly Business Reviews (QBRs) and KPIs in Localization: A Strategic Approach for Regulated Industries appeared first on Ciklopea.

It’s true: basic translation is now freely available to anyone with an internet connection. But as with many “free” digital services, the question isn’t only about cost—it’s about value. Just as social media platforms offer free access in exchange for data, the real value in language services lies beyond mere word conversion.

The Human Element: Crucial for Quality and Context

While machine translation has made impressive strides, it still lacks the nuanced understanding that only human experts can provide. At Ciklopea, we leverage the power of technology while ensuring that skilled professionals guide the process. Here’s why this matters:

1. Contextual Understanding: Machines excel at processing data, but they struggle with context. Our human experts ensure that the intended meaning and impact of your message is preserved across various languages and cultures.
2. Quality Assurance: Free tools can’t guarantee accuracy when it comes to important communication. Our team provides the necessary oversight to catch and correct errors that machines might miss.
3. Cultural Adaptation: Effective global communication requires more than literal translation. Our experts adapt your content to resonate with specific target audiences, considering cultural nuances and local preferences.

Project Management: Our Core Strength

For over two decades, Ciklopea’s core business has remained consistent: expert project management. In the realm of language services, this means:

• Coordinating complex, multifaceted translation projects
• Ensuring timely delivery without compromising quality
• Managing resources efficiently to optimize costs
• Providing a single point of contact for all your language service needs

Embracing Technology for Enhanced Services

While our foundation remains strong, we’ve expanded our services to meet the evolving needs of our clients:

1. System Integration: We help you seamlessly integrate translation processes into your existing workflows and technologies.
2. Engine Training: Our experts fine-tune machine translation engines to improve accuracy based on your specific industry and content types.
3. Data Management: We assist in managing and leveraging your linguistic assets to improve consistency and reduce costs over time.

The Ciklopea Advantage: Technology and Expertise

At Ciklopea, we don’t see technology as a threat but as a powerful tool to enhance our services. Here’s how we create value:

• Efficient Processing: We use advanced tools to handle large volumes of structured bilingual data quickly and accurately.
• Human Oversight: Our experts review machine outputs, ensuring context is correct and the final product meets the highest quality standards.
• Strategic Guidance: We advise on the best approach for each project, balancing speed, cost, and quality to meet your specific needs.

Ready to Enhance Your Global Message?

Keep your message from getting lost in translation—partner with Ciklopea for translations that combine human expertise with technological efficiency. Whether you’re launching products on new markets, managing international legal documentation, or building global customer relationships, we ensure your message resonates exactly as intended.

Contact us today to discuss how we can help you communicate effectively across languages and cultures. Let’s make your global communication goals a reality.

The post Why LLMs Aren’t Ready to Replace Human Translators appeared first on Ciklopea.

But that’s not all!

To keep the momentum going, we’re launching a short video series reflecting on the key points discussed during the webinar. Whether you missed the event or want a recap, these videos will provide valuable insights and practical tips to enhance your business with expert translation services.

Watch the first video here: Characteristics of AM texts for translation

Stay tuned for the rest of the series as we continue to explore how precise translations can drive success in the automotive market.

The post A Successful Webinar – Fast and Flawless: How High-Quality Translation Drives Success in the Automotive Market appeared first on Ciklopea.

1. Enhancing TM Accuracy with AI

Over time, Translation Memories can become cluttered with outdated or incorrect translations. Traditional manual cleanup is time-consuming and prone to human error. By leveraging AI technologies like Natural Language Processing (NLP) and machine learning, prompt engineering allows the system to automatically identify and correct inconsistencies, ensuring that your TM is always up-to-date and reliable.

2. Boosting Linguistic Quality

Prompt engineering takes AI TM Cleanup beyond just identifying duplicate or outdated entries. It helps improve linguistic quality by identifying contextually inaccurate translations, fixing language-specific issues, and fine-tuning the output to reflect the most current terminology and style. This significantly reduces the time and effort required by human linguists to perform manual reviews and corrections.

3. Reducing Operational Costs

Manual TM maintenance is not only labor-intensive but also costly. An AI-driven approach to TM cleanup automates these tasks, allowing your team to focus on more valuable, high-impact activities. By streamlining operations and minimizing human intervention, you can cut down on resource allocation and ultimately save costs.

4. Optimizing Translation Consistency

One of the biggest challenges in localization is maintaining consistency across translations. With AI prompt engineering, TM Cleanup ensures that repetitive, inconsistent, or irrelevant content is removed, while valid and contextually appropriate translations are maintained. This leads to higher consistency across projects, resulting in better brand coherence globally.

5. Accelerating Time-to-Market

Localization is often a race against time. With prompt-engineered AI TM Cleanup, the time-consuming task of manually reviewing and updating TMs is drastically reduced. By automating this process, teams can accelerate project timelines and bring products to global markets faster.

6. Data-Driven Insights for Continuous Improvement

AI prompt engineering offers a unique capability: the generation of data-driven insights. By analyzing large sets of translation data, the AI can provide actionable feedback on which translation units are performing well and which need improvement. This information can guide continuous improvement efforts, ultimately enhancing translation quality and efficiency.

7. Seamless Integration with Translation Management Systems

AI TM Cleanup can easily integrate with your existing Translation Management System (TMS), such as Orchestrum, making it a seamless addition to your localization workflow. By embedding AI within your TMS, you ensure that every aspect of your translation process, from project initiation to final delivery, is optimized for efficiency and accuracy.

8. Handling Large-Scale Projects with Ease

As localization projects grow in complexity and size, managing massive TMs manually becomes impractical. AI prompt engineering is designed to handle large-scale projects efficiently, processing vast amounts of data in a fraction of the time it would take a human. This scalability is crucial for global businesses aiming to manage content in multiple languages across numerous regions.

9. Preserving Brand Voice Across Languages

Maintaining a consistent brand voice is critical for global businesses, and AI-powered TM Cleanup ensures this by automatically detecting and correcting any deviations from established brand guidelines. With prompt engineering, the AI can be trained to prioritize specific terms, tones, and styles, preserving your brand’s identity across all markets.

10. Future-Proofing Your Localization Efforts

AI is continuously evolving, and so is prompt engineering. By investing in AI TM Cleanup now, you are future-proofing your localization efforts. The AI will become smarter over time, learning from new data to provide even better results. As the technology advances, so will your ability to manage TMs efficiently, ensuring long-term success in the ever-evolving world of global communication.

Conclusion

AI-powered TM Cleanup, enhanced by prompt engineering, represents a significant leap forward in the localization industry. By automating the tedious process of TM maintenance, businesses can ensure their translations are always accurate, consistent, and aligned with the latest linguistic standards. Investing in this technology not only saves time and money but also sets the stage for better localization outcomes in the future.

At Ciklopea, we are committed to leveraging the latest AI technologies to deliver superior language solutions to our clients. Contact us today to learn more about how AI-powered TM Cleanup can elevate your localization efforts and drive global success.

The post Maximizing Translation Efficiency with AI-Powered TM Cleanup: The Future of Localization appeared first on Ciklopea.

To make Zapekanka, you’re going to need:

• 600 g cottage cheese
• 1 egg
• 6-7 tablespoons semolina (or plain flour)
• Half cup of sugar
• 1 teaspoon of baking soda with a dash of vinegar or 1 teaspoon of baking powder
• Pinch of salt
• 50 g of sour cream
• Vanilla extract or vanilla sugar
• Raisins or dried cranberries (optional)
• Butter (for greasing the pan)

The process:

1. Preheat oven to 180 °C / 350 °F
2. Mix the cottage cheese with semolina or flour
3. Add an egg and beat in
4. Add the sugar and beat in
5. Add in the vanilla and raisins or dried cranberries, if desired
6. Grease the pan with butter
7. Pour the mixture into the pan and top with sour cream
8. Bake for 40 minutes
9. Let cool down completely

Zapekanka is served cold and you can use different kinds of toppings, such as berry syrup, jam or anything else that you like.

Have a nice meal and enjoy the rest of the day!

The post UN Russian Language Day appeared first on Ciklopea.

As it turns out, the recipe was created by Ding Baozhen, a governor of Sichuan Province during the Qing Dynasty, who had a thing for chicken, peanuts and spicy flavours. During his 10-year service in Sichuan, he contributed a lot to the locals there, which is why the Qing government conferred upon him posthumously an official title Kung Pao, which means an officer who tutors the crown prince.

To make this dish, you’re going to need:

• 400-500 g chicken,
• 100 g peanuts

And to season it all*:

• dried red chillies,
• 5 green onions,
• a piece of ginger,
• 5 pieces of garlic,
• 30 ml cooking oil,
• 15 ml thick broad-bean sauce,
• 5 ml cooking wine,
• 15 ml cooking starch,
• 2 g salt,
• 5 ml rice vinegar,
• 10 ml soy sauce,
• 5 g sugar.

*The amounts of the seasonings can be adjusted according to personal taste.

Preparation

1. Clean the chicken breasts and slice them into smaller pieces.
2. Stir together the cooking wine, cooking starch and salt, and marinate the chicken cubes in the mixture for half an hour.
3. Soak peanuts in hot water for 10 min readutes and remove the peanut skin.
4. Clean the dried red chili peppers and cut them into small pieces. Clean and chop the green onions. Clean and dice the ginger and garlic.
5. Make a bowl of starchy sauce with the sugar, soy sauce, rice vinegar, and cooking wine.

Jules Clancy, Flickr

Cooking Instructions

1. Use a moderate amount of oil to fry the peanuts until they turn yellow. Drain them and set aside to cool.
2. Using high heat, heat oil in a hot wok, then add the chicken cubes and fry until they turn slightly brown. Drain them and remove them to a plate.
3. Leave some cooking oil in the wok, and using a high heat stir-fry the dried chillies for 30 seconds to release the spice.
4. Then re-add the fried chicken cubes and add the diced garlic, ginger and the thick broad-bean sauce. Stir-fry until the sauce becomes red.
5. Add the starchy sauce and chopped green onions, and then re-add the cool fried peanuts. Stir-fry together for 30 seconds.
6. Your meal is ready to serve.

If you try out this recipe, let us know how it turned out for you. Share it with friends and family and enjoy the rest of the day!

The post UN Chinese Language Day appeared first on Ciklopea.

Madeleine is a traditional cookie from Commercy and Liverdun, two communes of the Lorraine region in northeastern France.

Although there are many legends of their origin, everybody agrees on one thing – they’re delicious and they go perfectly with a cup of tea or coffee. Even Marcel Proust, the famous French writer, recognized the power of madeleines in his epic novel In Search of Lost Time (F.K.A. Remembrance of Things Past). The role of madeleines in his work is to bring back memories and nostalgia and taste of another, lost times.

To help you recall your own memories in these final days of winter, we’re bringing you an easy-to-follow madeleine recipe, with only few basic ingredients.

*Before you start, make sure you have a proper mold for madeleines.

For this pastry, you’ll need:

• 2 large eggs
• 2/3 cup sugar
• 1 teaspoon vanilla extract
• 1/2 teaspoon grated lemon peel
• Pinch of salt
• 1 cup all-purpose flour
• 10 tablespoons (1 1/4 sticks) unsalted butter, melted, cooled slightly
• Powdered sugar

Photo: MairieSY

1. Preheat oven to 375 °F (190 °C).
2. Grease and flour the pan for large madeleines.
3. With an electric mixer, beat eggs and 2/3 cup sugar in large bowl just to blend.
4. Beat in vanilla, lemon peel and salt.
5. Add flour and beat just until blended.
6. Gradually add cooled melted butter in steady stream, beating just until blended.
7. Spoon 1 tablespoon batter into each indentation in pan. Bake until puffed and brown, about 15 min read readutes. Before removing them from the pan, let them cool for 5 min readutes.
8. Dust cookies with powdered sugar, if desired.

And that’s it. Bon appétit!

The post It’s UN French Language Day and We’ve Got Some Cookies for You appeared first on Ciklopea.