Responsible AI workflows

AI is an option. Judgement is not.

AI-assisted translation designed around confidentiality, content risk and the quality your readers actually need.

What the work requires

AI can accelerate suitable work, but speed is not the only decision. Yepanoff evaluates content type, privacy, terminology, audience, turnaround and consequences before recommending a workflow. Human-only remains available.

Project fit

Questions answered before AI is used

01

May project data be processed by an external model?

02

Could an unsupported statement create legal, medical or commercial risk?

03

Does the content rely on brand voice, implication or wordplay?

04

What level of human verification is required?

How we approach it

The workflow spectrum

01

Raw machine output

Appropriate only for agreed low-risk, non-publishable use cases where gist is sufficient.

02

Light post-editing

Human intervention for understandable, factually faithful output without publication-level refinement.

03

Full post-editing

A thorough human pass focused on accuracy, fluency, terminology and agreed style.

04

Human translation

The default when nuance, confidentiality or consequences make automation unsuitable.

Typical outputs

A clear delivery package.

Documented workflow recommendation
Explicit AI/MT permission status
Defined post-editing scope
Human QA level matched to risk
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