Risk management is a top priority for senior leaders. But how well does your business manage risk in global content?
While the risks of inaccurate, misleading, or off-brand translation are nothing new, the rise of AI brings them into sharper focus. Without proper governance, using AI tools to generate or translate content risks introducing errors that are replicated at scale.
This blog is for:
- Senior leaders seeking greater understanding and oversight of global content risks in their organization
- Professionals managing global content or compliance, who need to engage C-suite with localization risk management
Rubric understands that managing language means managing risk. Our risk-based framework provides visibility over your content and identifies an appropriate translation strategy for each piece, based on your risk tolerance. We help you implement a company-wide content management approach, with effective guardrails for AI, so your teams can deliver global content safely and at scale.
Balancing the risk: Why translation still matters
CSA Research’s “Can’t Read, Won’t Buy” study highlights that 76% of consumers prefer to buy products presented in their own language. Localization (making content culturally relevant as well as translating the words) boosts customer trust and loyalty, ensures local legal and regulatory compliance, and gives companies a competitive advantage.
In fact, translation can be directly tied to revenue, with companies that translate reporting higher profit growth and earnings per share.
While translation carries risks, these need to be weighed against the risk of not translating your content. With the right risk management in place, this is an opportunity you can’t afford to miss.
What are global content risks?
Content risks vary by industry, audience, and content purpose. A poorly worded social post might dilute your brand and cause a short-term reputational dip. But when you’re dealing with regulated content—as many Rubric clients do—the stakes are much higher. Think about the potential consequences for your business of an inaccurate legal contract, an inconsistent technical manual, or a non-compliant financial communication.
Introducing AI to your content workflows adds an extra layer of risk that needs to be managed.
- Content creation: Generative AI lets you create content quickly, cheaply, and at scale. But AI models can introduce errors and biases that multiply across your entire content suite, until they’re spotted—and likely shared—by customers.
- Translation: If your source content is inaccurate, inconsistent, biased, or not aligned to your brand, AI translations will be poor quality. Translation quality may also be inconsistent across languages. Without expert oversight, any errors scale rapidly across borders, damaging your global reputation.
The scale of the risk means this is not just a comms or operations problem. Language risk management is a leadership issue: your AI strategy must come from the top, with clear accountability across departments.
AI risk management gaps
Several common gaps or blind spots leave companies vulnerable to AI risks. These include:
- No risk classification: Not all content is equally risky. Rubric helps clients identify which content is most suitable for AI translation, where oversight is needed, and what is at stake.
- Overuse of AI in high-risk content: Regulated, legal, or customer-facing content requires human oversight to mitigate risk and catch errors before they spread.
- Reliance on built-in tools: It’s easy to assume the “Translate” function in your CMS is reliable, but if it’s not trained on your brand and terminology, it’s unlikely to deliver the quality you need.
- No clear accountability for AI-generated language: How do you ensure teams are using AI consistently? What are the quality controls? And who is accountable if something goes wrong? (This isn’t about apportioning blame, but fixing errors quickly and preventing reoccurrence.)
- Inconsistent quality across markets: AI tools are more advanced in high-traffic languages (like English). For translation, some language pairs perform better than others. Are you confident each of your markets is getting a consistent experience?
- No governance around human review: Which AI content needs to be reviewed and when? Who is responsible? Do your reviewers have the relevant language and subject matter expertise, and how do they decide what “good” looks like?
- Lack of leadership engagement: Language is no longer “someone else’s job”, it’s a strategic function. Leaders need to invest in language data, tools, and training, and ensure language experts have a seat at the table.
Rubric helps you implement a clear decision-making framework to close the gaps and manage risk throughout your global content.
Rubric’s structured approach to language risk management
At Rubric, we help clients use AI safely and effectively within their global content strategy. In our experience, balancing AI with human expertise is the best way to manage risk and achieve quality, speed, and scale.
Program Manager Julia Hill explains how content is classified by risk level:
“It’s key that clients view and tier the content they publish, within a risk-based framework. To determine the correct approach to translation, you need to understand your content and ask: ‘What are the risks if the content is wrong in source and target languages?’”
For example, mission-critical or regulatory content, with zero tolerance for errors, requires human translation. At the other end of the scale, AI might provide a “good enough” translation of an internal leadership communication. Online marketing content might be somewhere in the middle—suitable for AI translation, but with post-editing to ensure brand adherence.
We developed a straightforward decision tree that provides a risk-based framework built on consistent, objective decision-making:
“Rubric’s decision tree can help you get started with classifying your content, however seemingly small or trivial, to determine the appropriate translation strategy for it.”
Define your risk strategy to improve your language strategy
Your content represents a significant business asset. Companies that manage language as an organizational risk see improved efficiency and accountability, with greater consistency across markets. Combining AI with human expertise delivers speed and cost benefits, while protecting your brand—so your business stays competitive and compliant.
Rubric is more than just a translation vendor. As your strategic partner, we bring the right people together to assess and manage risk in your global content. Contact us for a risk-based translation strategy that delivers measurable results.