Reliable translation: a critical part of risk management
Legal and institutional texts carry consequences.
Improperly vetted translations and AI hallucinations can result in fines, reputational damage, and decreased productivity.
The solution is simple: human expertise. When you work with translators who understand your field and know the benefits—and limits—of AI, you reduce the risks associated with this technology.
Improperly vetted translations and AI hallucinations can result in fines, reputational damage, and decreased productivity.
The solution is simple: human expertise. When you work with translators who understand your field and know the benefits—and limits—of AI, you reduce the risks associated with this technology.
Our approach to AI
To the untrained eye, machine‑generated translations can look convincing, but it takes a seasoned professional to catch subtle shifts in meaning and ensure legal effect.
AI tools can speed up certain tasks, but only human translators have the expertise to decide what is accurate, appropriate, and defensible.
We know your reputation rests on our words.
Translators have long been at the forefront of language technology. We were working with neural machine translation and AI years before they went mainstream. We know how to extract their value while making sure your text never falls prey to hallucinations or drifts into generic LLM prose.
At Gaston Murdock, we use AI where it genuinely helps—screening large document sets, supporting terminology checks, or generating rough working drafts—but we never deliver raw machine output to clients. Every text we produce is written or thoroughly reviewed by a qualified human translator.
Our AI tools offer enterprise‑grade security, and we use them in full compliance with our clients' confidentiality and data‑protection requirements.
Your text, your choice.
Prefer a 100% human translation? We're happy to tailor our workflow to your needs.
Our human-led approach ensures accuracy, privacy, and most importantly, accountability.
AI tools can speed up certain tasks, but only human translators have the expertise to decide what is accurate, appropriate, and defensible.
We know your reputation rests on our words.
Translators have long been at the forefront of language technology. We were working with neural machine translation and AI years before they went mainstream. We know how to extract their value while making sure your text never falls prey to hallucinations or drifts into generic LLM prose.
At Gaston Murdock, we use AI where it genuinely helps—screening large document sets, supporting terminology checks, or generating rough working drafts—but we never deliver raw machine output to clients. Every text we produce is written or thoroughly reviewed by a qualified human translator.
Our AI tools offer enterprise‑grade security, and we use them in full compliance with our clients' confidentiality and data‑protection requirements.
Your text, your choice.
Prefer a 100% human translation? We're happy to tailor our workflow to your needs.
Our human-led approach ensures accuracy, privacy, and most importantly, accountability.
Our focus areas
- Legal and regulatory materials — contracts, affidavits, court filings, compliance documentation, privacy policies, terms and conditions, and administrative decisions.
- Government, parapublic, and nonprofit publications — reports, websites, policy briefs, slide decks, speaking notes, white papers, and memoranda.
- Official documents — diplomas, transcripts, birth and marriage certificates, divorce certificates, work and residence permits, and immigration documents.
- Education-related texts — school and university communications, curriculum materials, policies, academic papers, abstracts, and book chapters.
Our process
We use state-of-the-art technology to support research and drafting, but human professionals remain responsible for every deliverable.
- We clarify the assignment. Whether you need a summary, a submission‑ready text, or a certified translation, we begin by defining the objective, audience, and level of review required.
- We assign the work. A research report, a keynote speech, and an affidavit each demand a different mix of skills. Your project is handled by translators with the knowledge and experience required for your specific text.
- We research terminology. We use document comparison, glossaries, and trusted databases to develop client term bases that ensure consistency within and across documents.
- We produce the translation. Our cutting-edge translation tools preserve formatting, leverage previously translated text, and enhance the work of our experts.
- We finalize the copy. We double-check spelling, grammar, punctuation, and stylistic consistency so the final document is ready for publication or submission.
We manage projects from start to finish.
We track deadlines, versions, and approvals so you receive the right files, in the right format, at the right time.
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Copyright 2026 Gaston Murdock
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