Hire an LLM Engineer, Miami

Hire an LLM engineer in Miami.

Miami's real estate and legal markets deal in bilingual documents at volume. A Spanish-English bilingual translator charges $0.15 to $0.30 per word. A 20-page commercial lease agreement has approximately 10,000 words. Translation cost per document: $1,500 to $3,000.

For a Miami real estate law firm processing 50 documents per month, the annual translation cost is $900,000 to $1,800,000 if every document is fully translated. Most firms translate selectively or ask bilingual staff to handle it informally. An LLM pipeline for legal document translation with terminology calibration costs $0.03 to $0.08 per document in API fees. Annual savings for a 50-document-per-month firm: $80,000 to $175,000.

How we work

Tell us your monthly bilingual document volume and the document types involved.

The real cost of professional legal translation in Miami.

$0.15–0.30

Per word, professional Spanish-English legal translator

Miami market rate for certified translation

$1,500–3,000

Per 20-page commercial lease agreement (~10,000 words)

Standard for Miami residential or commercial real estate

$900k–1.8M

Annual translation cost at 50 documents per month

If every document is fully translated professionally

Most Miami firms do not spend the full professional rate, they use informal bilingual staff review, skip translation on lower-stakes documents, or accept the risk of imprecise translations. An LLM pipeline does not need to match certified translation on every document: it needs to be accurate enough for internal review and client communication, with professional translation reserved for documents that require court-certified translation.

What an LLM bilingual pipeline costs to run.

A 20-page commercial lease agreement with a defined-terms glossary runs approximately 12,000 to 15,000 tokens as input. Using Claude Sonnet 5 for the translation step, the API cost is $0.03 to $0.07 per document. Using GPT-5, $0.04 to $0.09.

For cross-lingual extraction (extracting 15 to 20 structured fields from a Spanish document into English typed output without full translation), the cost is $0.01 to $0.03 per document, because you are not generating the full translated text.

Annual API cost at 50 documents/month

$18 – $54

Translation pipeline only. Infrastructure adds $200-400/month.

Annual savings vs. professional translation at $0.20/word

$80k – $175k

For a firm processing 50 documents per month

What the Miami bilingual pipeline includes.

Legal terminology glossary

Defined terms in your practice area (commercial real estate, corporate, immigration) with their required English translations. Enforces consistent terminology throughout.

Jurisdiction detection

Routes documents to the appropriate Spanish variant (Cuban, Colombian, Mexican, Castilian) based on terminology patterns before translation.

Confidence-scored output

Each translated section has a confidence score. Low-confidence sections are highlighted for paralegal review. Reviewers focus time on the sections that need it.

Cross-lingual extraction

For structured field extraction from Spanish documents into English databases. Faster and cheaper than full translation when you only need specific fields.

Paralegal review interface

Side-by-side source and translation view with confidence scores inline. Reviewers edit directly in the interface, not in a separate document.

Document management integration

Translated documents are stored in your existing DMS with the original, linked by matter or property. Metadata includes translation date and model version.

Questions from Miami legal and real estate firms.

How accurate is LLM translation for commercial real estate lease agreements?: On standard commercial lease language, a calibrated LLM translation pipeline achieves 95 to 97% semantic accuracy compared to professional human translation, as measured by back-translation and expert review. The gap is in highly specialized terms: commercial real estate has defined terms (net leasable area, common area maintenance, force majeure) that require consistent terminology across the document. We build a terminology glossary that enforces consistent translation of defined terms throughout. The output is reviewed by a paralegal rather than a full translator review, which is where the cost reduction comes from.
Can the pipeline extract structured fields from Spanish documents into an English database?: Yes, cross-lingual extraction is a distinct use case from translation. For a Miami real estate firm that receives Spanish-language purchase agreements and needs to populate an English property management database, the pipeline does not need to produce a full translation. It extracts only the required fields (buyer name, property address, purchase price, closing date, contingency conditions) directly from the Spanish document into English typed output. This is typically cheaper and faster than translating the full document first.
How do you handle legal terminology that differs between Spanish-speaking countries?: Miami's legal market deals with documents from Cuba, Venezuela, Colombia, Mexico, and Spain, among others. Legal terminology varies significantly across these jurisdictions. We build jurisdiction detection into the pipeline: the document routing step identifies the origin jurisdiction from the document's formatting and terminology patterns, then routes to a jurisdiction-specific prompt template. Cubanismo legal terms differ from Colombian legal Spanish, and the pipeline handles these separately rather than applying a generic Spanish-English mapping.
What is the review workflow for a translated document before it goes to a client?: We design the review workflow around your current approval process. For a law firm, the typical workflow is: pipeline produces the translated document, a bilingual paralegal reviews the defined terms and any flagged low-confidence sections, the supervising attorney approves. Confidence scores are shown inline in the review interface, so the paralegal's attention goes to the 10 to 15% of the document that needs checking rather than reading the full translation. Total review time for a 20-page lease agreement drops from 4 hours (full translation review) to 45 to 60 minutes.

Want to see the cost comparison for your document volume?

Tell us your monthly document volume, the language pairs, and the document types. We will send a cost comparison and a scope within one business day.

Hire an LLM engineer in Miami.

The real cost of professional legal translation in Miami.

$0.15–0.30

Per word, professional Spanish-English legal translator

Miami market rate for certified translation

$1,500–3,000

Per 20-page commercial lease agreement (~10,000 words)

Standard for Miami residential or commercial real estate

$900k–1.8M

Annual translation cost at 50 documents per month

If every document is fully translated professionally

What an LLM bilingual pipeline costs to run.

Annual API cost at 50 documents/month

$18 – $54

Translation pipeline only. Infrastructure adds $200-400/month.

Annual savings vs. professional translation at $0.20/word

$80k – $175k

For a firm processing 50 documents per month

What the Miami bilingual pipeline includes.

Legal terminology glossary

Defined terms in your practice area (commercial real estate, corporate, immigration) with their required English translations. Enforces consistent terminology throughout.

Jurisdiction detection

Routes documents to the appropriate Spanish variant (Cuban, Colombian, Mexican, Castilian) based on terminology patterns before translation.

Confidence-scored output

Each translated section has a confidence score. Low-confidence sections are highlighted for paralegal review. Reviewers focus time on the sections that need it.

Cross-lingual extraction

For structured field extraction from Spanish documents into English databases. Faster and cheaper than full translation when you only need specific fields.

Paralegal review interface

Side-by-side source and translation view with confidence scores inline. Reviewers edit directly in the interface, not in a separate document.

Document management integration

Translated documents are stored in your existing DMS with the original, linked by matter or property. Metadata includes translation date and model version.

Questions from Miami legal and real estate firms.

How accurate is LLM translation for commercial real estate lease agreements?

On standard commercial lease language, a calibrated LLM translation pipeline achieves 95 to 97% semantic accuracy compared to professional human translation, as measured by back-translation and expert review. The gap is in highly specialized terms: commercial real estate has defined terms (net leasable area, common area maintenance, force majeure) that require consistent terminology across the document. We build a terminology glossary that enforces consistent translation of defined terms throughout. The output is reviewed by a paralegal rather than a full translator review, which is where the cost reduction comes from.

Can the pipeline extract structured fields from Spanish documents into an English database?

Yes, cross-lingual extraction is a distinct use case from translation. For a Miami real estate firm that receives Spanish-language purchase agreements and needs to populate an English property management database, the pipeline does not need to produce a full translation. It extracts only the required fields (buyer name, property address, purchase price, closing date, contingency conditions) directly from the Spanish document into English typed output. This is typically cheaper and faster than translating the full document first.

How do you handle legal terminology that differs between Spanish-speaking countries?

Miami's legal market deals with documents from Cuba, Venezuela, Colombia, Mexico, and Spain, among others. Legal terminology varies significantly across these jurisdictions. We build jurisdiction detection into the pipeline: the document routing step identifies the origin jurisdiction from the document's formatting and terminology patterns, then routes to a jurisdiction-specific prompt template. Cubanismo legal terms differ from Colombian legal Spanish, and the pipeline handles these separately rather than applying a generic Spanish-English mapping.

What is the review workflow for a translated document before it goes to a client?

We design the review workflow around your current approval process. For a law firm, the typical workflow is: pipeline produces the translated document, a bilingual paralegal reviews the defined terms and any flagged low-confidence sections, the supervising attorney approves. Confidence scores are shown inline in the review interface, so the paralegal's attention goes to the 10 to 15% of the document that needs checking rather than reading the full translation. Total review time for a 20-page lease agreement drops from 4 hours (full translation review) to 45 to 60 minutes.

Want to see the cost comparison for your document volume?

Tell us your monthly document volume, the language pairs, and the document types. We will send a cost comparison and a scope within one business day.