ProductAI Tools
SparkVox Draft Pipeline: Judgment, Not Summaries
How SparkVox curates moments, ranks two hook candidates per post, checks distinctiveness, and compounds voice from approvals, edits, and discards.
ProductWritingLinkedIn
SparkVox Learns From Discarded Drafts, Not Just Edits
Why discarding a post is a stronger signal than a light edit, how topic and style burden shapes the next project, and where to see it in Draft Feedback and the theme map.
On this page
Voice learning is not only "you fixed the hook." When you discard a draft, you are saying this moment or angle should not have been offered. SparkVox treats that as a stronger signal than a light edit - and uses it when curating the next project.
Edits vs discards
An edit means the draft was close: tone, structure, or a phrase was off. A discard means the insight, topic, or post style was wrong for your feed. Sparky tracks both by topic label and post style (funnel column patterns), then can lower moment scores before generation on future recordings.
Where you see the signal
Open the Voice Profile drawer from the top bar. The Draft Feedback tab shows approval vs edit intensity, proof you added by hand, and learned corrections tied to source posts when available. The Analytics tab theme map groups publish vs edit vs discard rates by topic and funnel column - useful when you feel stuck in a loop of fixing the same kind of draft.
How this connects to curation
Moment extraction may still find many 70+ candidates. Before posts are written, burden from past decisions can drop weak themes from the curated set - so you are not reviewing fifteen variations of a topic you never publish. That pairs with the found vs curated counts on the project ready screen. Why SparkVox curates fewer posts per project.
Regression detection is separate
Voice Health regression detection still clusters repeated edits (for example you keep deleting question hooks) and writes rules into your voice profile. Discard learning shapes what gets offered next time; regression shapes how it is written. Both live in the same drawer - see Voice Health panel.
SparkVox
Your recordings are already the content.
Upload a call, podcast, or interview. SparkVox extracts moments and drafts up to 15 LinkedIn posts in your voice. You review every draft before anything publishes.
Start 14-day Pro trial →Free to sign up. Card required for full access.
No charge until day 15.
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Why SparkVox Writes Two Drafts Per Moment (and Shows You One)
Sparky generates two hook candidates per curated moment, ranks them, and only the stronger draft reaches your review queue - without doubling your work.
Your recordings are already the content.
Your calls and interviews are already the content. SparkVox writes the posts in your voice - upload one recording and see the drafts before you're charged.
Start 14-day Pro trial →Free to sign up. Card required for full access. No charge until day 15.