3.1.3 AI & Automation — Translation & Summaries — Language and Insights

Translation and Summaries extend PraismaGPT capabilities to multilingual content handling and information condensation. These features assist users in understanding, localizing, and reusing content across languages and contexts while preserving meaning and intent.

Translation Assistance

Translation assistance enables users to translate selected content between supported languages. Translations are generated on demand and returned as editable drafts.

Translation characteristics:

Explicit source and target language selection

Context-aware phrasing based on selected text

No automatic overwrite of existing translations

Example invocation:

$result = PraismaGPT::prompt([ 'instruction' => 'translate', 'from' => 'en', 'to' => 'nl', 'context' => $content ]);

Multilingual Context Handling

Translations respect the platform’s localization model. AI assistance operates within the boundaries of the active locale and translation group.

Safeguards include:

No cross-locale leakage

No implicit fallback content

Explicit user selection of source material

This ensures alignment with translation-aware content structures.

Summarization Features

Summarization tools help users condense long-form content into shorter representations suitable for previews, reports, or quick review.

Supported summary types:

Short abstracts

Bullet-point summaries

Executive overviews

Summaries are generated as drafts and require user approval.

Insight-Oriented Summaries

Beyond length reduction, summarization may extract key points or themes without adding interpretation.

Insight summaries:

Highlight recurring topics

Surface key actions or outcomes

Preserve neutral tone

No sentiment or opinion is inferred unless explicitly requested.

Context and Accuracy Controls

Both translation and summarization operate on explicitly selected input. Users control the scope and intent of each request.

Accuracy controls:

Limited input scope

No background document inference

Editable output before use

Usage Tracking and Limits

Translation and summarization requests are tracked independently within AI usage quotas.

Tracked metrics:

Requests per language pair

Tokens consumed

Feature-level usage

Administrators can monitor usage patterns without inspecting content.

Fallback Behavior

If AI services are unavailable, translation and summarization features are disabled gracefully. Existing content and manual workflows remain unaffected.

Security and Privacy

All AI-assisted translation and summarization operations are tenant-scoped. Content is transmitted only for the duration of the request and is not retained for training. Logs capture metadata for audit purposes without storing full text payloads.