Turn Blog Posts into Social-Ready Video Clips with Captions
Turn any published blog post into a captioned talking-head clip staged for LinkedIn and Instagram.
This recipe takes one published blog post and turns it into a short, caption-burned talking-head video ready for social — no video editor required. It pulls the live post from your CMS, distills the argument into a tight 60-second script, renders vertical (and optional square) clips with word-level captions, runs an automated quality audit, and writes platform-native copy for LinkedIn and Instagram. Nothing renders to an external system and nothing publishes until you approve the staged package.
How it runs
Multi-agent orchestration — here's the flow, step by step.
Resolve which published post is in scope and run the suppression / do-not-repost and idempotency (clip_id) gate before any work begins.
workflow orchestratorPull the canonical published post from WordPress or the Notion/Docs source of record with title, body, canonical URL, and hero image.
cms publisherDistill the post into its 3-5 load-bearing points, the strongest hook, and sourced on-screen stats.
document summarizerWrite the hook-first 60-second script (~150 words) with a CTA and one alternate hook, using only sourced facts.
content writerEnforce brand voice, presenter persona, and banned phrases across the script and on-screen text.
brand voice agentBuild the editorial plan: segment timings, on-screen-text beats, aspect-ratio variants, and runtime cap.
video editorial plannerRender the talking-head clip against the plan via the Verslay video pipeline in the requested aspect ratios.
video composition directorBurn in word-level auto-captions synced to the audio, verify them word-for-word against the script, and emit the transcript.
video captionerRun the QC gate: render integrity, runtime ceiling, caption legibility/timing, aspect ratios, and audio levels.
video quality auditorFinalize the audited clip renditions plus thumbnail and mint the stable clip_id used as the idempotency key.
video finalizerWrite platform-native LinkedIn and Instagram captions with hashtags and canonical link-back for each non-suppressed channel.
social media content plannerMap each finished clip and caption to its LinkedIn / Instagram publish target and prepare (never fire) the publish payloads.
social publisherAssemble the staged package - clips, thumbnail, transcript, copy, and publish payloads - and produce the awaiting-approval receipt.
distributorRequired Agents
13- workflow-orchestrator
- cms-publisher
- document-summarizer
- content-writer
- brand-voice-agent
- video-editorial-planner
- video-composition-director
- video-captioner
- video-quality-auditor
- video-finalizer
- social-media-content-planner
- social-publisher
- distributor
Connections
Required
Optional
What it does
- Pulls the live published post from WordPress or a Notion/Docs source
- Distills the post into a hook-first 60-second script in your brand voice
- Renders a talking-head clip in 9:16 (and optional 1:1) with thumbnail
- Burns in word-level auto-captions and emits a reviewable transcript
- Automated quality audit for render integrity, runtime, and caption accuracy
- Writes LinkedIn and Instagram post copy with hashtags and canonical link-back
- Suppression and do-not-repost gate on embargoed posts and opted-out channels
- Idempotent clip_id so re-runs never rebuild or double-publish a clip
Example prompt
Take my latest published blog post and turn it into a 60-second vertical video with captions I can post to LinkedIn and Instagram.
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