Source-linked companion and content workbench

Reduce tool switching and keep companion context and drafts in one owned workspace. For writers and small content teams who want one owned AI companion for conversation, drafting and light game sessions, convert approved sources, style guides, past drafts and character settings into editor-approved companion replies and draft content linked to source references. The benefit is a testable hypothesis, measured through accepted drafts per writing hour and corrections after review; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect approved sources, style guides, past drafts and character settings, then follow this sequence: 1. Provide an AI companion presence for conversation. 2. Generate articles, posts and other text content. 3. Adjust tone and style per project. Resolve uncertain cases with qualified reviewers, approve editor-approved companion replies and draft content linked to source references, and measure accepted drafts per writing hour and corrections after review against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One approved source set and style guide; final publication and factual checks remain editorial. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve author voice, source attribution, quotation accuracy and usage permissions. Authors approve substantive changes and publication scope. One approved source set and style guide; final publication and factual checks remain editorial. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One approved source set and style guide; final publication and factual checks remain editorial. Implement one approved input format, a bounded representative case set and the first two task modules: provide an AI companion presence for conversation; generate articles, posts and other text content. Support the third module with operator review: adjust tone and style per project. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Author-owned manuscripts, authorized interviews and permitted research sources. Cloud asset storage, design-file import/export and publishing destinations. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Companion and character setup, Drafting and source-linked review, Admin and hosting console. Use a thumbnail gallery for projects and characters, a large central chat and drafting canvas, and a right-hand panel for sources, memory, tone and comments. Let users compare draft versions side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant passage. Make the task-specific outcome editor-approved companion replies and draft content linked to source references visible beside its evidence, review state and value baseline.