How to Analyze Articles of Incorporation with Artificial Intelligence
A Mexican acta constitutiva (articles of incorporation) is probably the densest legal document in the country's commercial law. It can range from 20 to over 80 pages of notarial text, with clauses defining everything from the corporate purpose to the powers of legal representatives.
Traditionally, analyzing one of these documents requires a lawyer or analyst to read the entire document, identify relevant clauses, and manually capture data such as the company name, entity type, share capital, shareholder names, ownership percentages, corporate purpose, representative powers, and duration of the entity.
For an 80-page document, this can take an entire day of work. And a data entry error — a mistyped percentage, a name with a different accent — can have legal or tax consequences.
What AI can do
Artificial intelligence can read the entire document and extract this data in a structured format without manual intervention. The process works in three stages.
First, OCR (optical character recognition) converts the scanned document into readable text. Quality matters here: a generic OCR fails with notarial stamps, signatures overlapping text, and vintage typography. An OCR trained specifically on Mexican legal documents achieves 94% coverage vs 63% for a generic one.
Second, a language model analyzes the extracted text and structures the information into defined fields: company name, tax ID, corporate purpose, capital, shareholders, powers.
Third, the information is delivered as structured data (JSON) ready to integrate with any system: CRM, ERP, compliance platform, or internal database.
How long does it take
It depends on document size. A 20-page document can be processed in 10-15 minutes. An 80+ page document may take 40-60 minutes. Not seconds, but the alternative is an analyst dedicated for an entire day with the possibility of errors.
What it's used for
The most common applications are corporate client onboarding (KYC/KYB), due diligence in M&A transactions, power of attorney verification for contract signatures, and corporate structure audits.
At Leeuwwolk, Fullkro processes Mexican actas constitutivas and US articles of incorporation with fine-tuned OCR and delivers structured JSON. No manual data entry, no external APIs.