Content published to the web. Then adapted and distributed to LinkedIn.
The Socializer takes published content and adapts it for social distribution. Not a summary or a link drop — an AI-generated post crafted from the content, with hashtags from its cluster and topic.
A crafted post, not a link drop.
The adaptation is generated from the content itself — it carries the substance, not just the URL.
AI-generated post copy
Crafted from the content, not summarised from the headline.
Cluster-aware hashtags
Generated from the content's cluster and topic.
LinkedIn, today
The current distribution platform; more on the roadmap.
It runs after publishing, before you check in.
When enabled, Stage 7 defers finalization to Stage 8, so the whole sequence completes as one run.
Rate-limit retry
Handles LinkedIn's API throttling automatically.
Failed posts retried
Queued and retried every five minutes until they land.
Triple-gated, non-fatal
Sites that do not use social distribution see zero behavior change.
The two stages complete as one run.
When the Socializer is enabled, publishing defers its finalization to social distribution — so nothing is left half-done.
| Gate | What it controls |
|---|---|
| Site-level toggle | Enable or disable social distribution per site |
| Module-level toggle | Control the Socializer within a run |
| Non-fatal | Failure here never fails the pipeline run |
| Stage coupling | Stage 7 defers finalization to Stage 8 |
- Rate-limit retry on LinkedIn throttlingAutomatic
- Failed posts queued and retriedEvery 5 min
- Run continues even if a post failsNon-fatal
The URL, posted
A bare link with a headline carries none of the content's substance into the feed.
- Just the link and the title
- No substance carried into the feed
- Generic or missing hashtags
- A separate, manual step
The content, re-crafted
An AI-generated post built from the content, with hashtags drawn from its cluster and topic.
Stage 8. One platform today. Retried every five minutes.
Where social distribution usually goes wrong.
A link drop is not distribution, and a manual step is a step that gets skipped.
| Anti-pattern | Why it fails | The Socializer approach |
|---|---|---|
| Posting a bare link | Carries no substance into the feed | An AI-generated post crafted from the content |
| Generic hashtags | Disconnected from what the content is about | Hashtags generated from the content's cluster and topic |
| Distribution as a manual step | Gets skipped when the day gets busy | Stage 8 of the pipeline — it runs automatically |
| One failed post stops the run | Throttling breaks the whole sequence | Rate-limit retry; non-fatal; retried every five minutes |
Stage 8, after the mesh goes live.
Published content is adapted and distributed as the final stage of the run.
- 01Content publishedStage 7 publishes the content to the destination CMS.
- 02Adapt the contentAn AI-generated post is crafted from the content.
- 03Generate hashtagsHashtags drawn from the content's cluster and topic.
- 04Distribute to LinkedInPosted with rate-limit retry; failures requeued every five minutes.
Extend the mesh to the feed.
Connect a URL and published content is adapted and distributed automatically.