How to assess whether business documentation is primarily in English

Why English Documentation Matters for Referrals

Many of the AI buyer programs supported by SourceX have a strong preference for, or even require, proprietary operational documentation to be primarily in English. This is because the AI models being trained or refined often operate in English, and ingesting non-English data requires additional processing and translation, which can increase costs and complexity for buyers. Successfully matching a referred company to a buyer program often depends on this linguistic alignment.

As a referral partner, you don't need to deep-dive into a company's internal documents or ask for sensitive information. Your role is to make an informed, metadata-level assessment that can guide your referral and help SourceX prioritize evaluation.

How to Assess English Documentation (Metadata-Level)

When considering a potential referral, you can make a quick, high-level assessment of their documentation's primary language through public information and general inquiries. Focus on indicators that suggest whether their core internal operations are conducted and recorded in English.

1. Company Origin and Primary Market

Native English-speaking countries: Companies based in the USA, UK, Canada, Australia, etc., are highly likely to have English as their primary documentation language. Global or multinational operations: Companies with a significant international presence, especially those serving English-speaking markets, often standardize their internal processes and documentation in English, even if their headquarters are in a non-English speaking country.

2. Website and Public Communication

Primary website language: Is their main website primarily in English? Do they offer an English version, and does it appear to be the most comprehensive? This suggests English is important for their external communication. Social media and press releases: Are their official social media channels and public press releases predominantly in English? This indicates a public-facing English proficiency.

3. Hiring Practices and Employee Profiles

Job postings: Do their job descriptions often require English proficiency, especially for roles like project managers, engineers, or technical writers? This suggests English is used for internal communication and documentation. LinkedIn profiles: While not definitive, looking at the professional profiles of key employees (e.g., project managers, operations leads) might indicate if they list English as a primary working language or highlight experience in English-speaking environments.

4. Software and Tools Used Internally

Common platforms: Many international companies use standard enterprise software (e.g., Salesforce, Jira, SAP, Microsoft 365, Google Workspace) that are often configured and used in English for multinational teams. If the company operates globally, they may opt for English as the common language across these platforms. Illustrative: A company headquartered in Germany that primarily uses English for its internal Jira tickets and Confluence wiki across its global development teams is a strong indicator.

5. Direct, Non-Intrusive Inquiry

If you have a relationship with the decision-maker, you can ask general questions without requesting access to data:

"What language do you typically use for your internal standard operating procedures (SOPs) or internal knowledge base?" "Is English commonly used for internal project documentation, especially for your international projects?"

Remember, your goal is to assess whether the bulk of their proprietary operational documentation (e.g., SOPs, internal knowledge bases, project histories) is in English, not just that they have an English-language website or some employees who speak English. This initial check helps ensure the company is a good fit for current buyer needs, as outlined in the who qualifies criteria.

If you're unsure about a company's fit, even regarding language, it's always best to make the introduction. SourceX will perform a detailed review, and a company that doesn't fit one program's language requirement might fit another's in the future. You can also explore the company fit checker for a preliminary screen.