AI visibility, an editorial plan, and publishing

Editorial plan. Articles linked to intent, keyword, market, language and CTA. Checks first whether it is better to update an existing page.

1. Editorial plan Articles linked to intent, keyword, market, language and CTA. Checks first whether it is better to update an existing page.
2. Synchronised calendar and list Workspace timezone, rescheduling, priority, pause and resume. A job already started is not duplicated after a refresh.
3. Stateful pipeline Research → outline → draft → media and sources → competitor review → revision → polish → final checks → approval → publication.
4. Visual editor Headings, lists, tables, links, images, allowed video, undo/redo, autosave and version history.
5. Reversible AI edits On a selection or the whole article, with a diff preview and the option to undo. No silent overwrite of human work.
6. Auto-publish with guardrails Off by default, enabled per site. Blocks unverified critical facts, insufficient sources and failed checks.

Prompt monitoring. Neutral prompts and branded queries kept separate. The exact text, version and localisation method are stored for every observation.

1. Prompt monitoring Neutral prompts and branded queries kept separate. The exact text, version and localisation method are stored for every observation.
2. Metrics with a visible formula Mention rate, share of voice, citation share, average position and category rank: numerator, denominator, engines included and coverage always shown.
3. Answer archive Full answer, actual citations, sources only retrieved, observed queries and AI suggestions kept distinct.
4. Search Console Clicks, impressions, CTR and position by page, query, country and device, with the data delay declared by Google.
5. Competitors Comparison of content, queries and cited sources, with the origin of the suggestion.
6. Honest comparisons If prompts, engines or sample change, the warning is explicit and the comparison is limited to the stable subset.

Keywords. Manual and CSV import, AI candidates, provider enrichment. Variant deduplication and clustering by intent.

1. Keywords Manual and CSV import, AI candidates, provider enrichment. Variant deduplication and clustering by intent.
2. Backlinks and external sources Editorial opportunities with reason, URL, brands already present, suggested action and known or unknown cost. A link is “verified” only after checking the real redirect and HTML.
3. Reddit Relevant threads, useful reply drafts, per-channel mode (draft only, approval, automatic with rules, paused). Default: approval required.
4. Technical audit HTTP status, redirects, canonical, sitemap, robots, titles and descriptions, heading hierarchy, broken links, orphan pages and heavy images. Performance only if actually measured.
5. Internal links Suggestions based on relevance and real pages, with destination and anchor checks.

Multi-workspace with roles. Owner, administrator, editor, viewer. Every query is checked on the server: isolation between customers is tested.

1. Multi-workspace with roles Owner, administrator, editor, viewer. Every query is checked on the server: isolation between customers is tested.
2. Durable async jobs Queue on PostgreSQL, job lease, retry with backoff and jitter, resume after crash. Closing the tab does not stop the work.
3. Contextual assistant Answers from authorised workspace data and links every number to the source record. No shell or arbitrary SQL access.
4. API and MCP Versioned API with scoped tokens, rate limit, revocation and audit. Read-only MCP on summaries, keywords, content, citations and activity.