From draft to decision in seconds
Link your LinkedIn, X, Medium, and Substack accounts. Echo ingests your publishing history once and maintains a semantic ledger of every idea you've expressed.
Use ChatGPT, Claude, or any AI tool to create your post, article, or thread. Echo doesn't replace your workflow—it protects it.
Before posting, paste your draft into Echo. Within seconds, it analyzes semantic similarity against your entire publishing history across all platforms.
Echo returns one of three decisions with complete transparency:
Publishing would dilute your authority. Echo shows you which previous posts triggered the collision and recommends silence or a different angle.
You can proceed if you avoid specific framing patterns Echo identifies. Requires a conceptual jump to differentiate from existing work.
This is fresh territory. Publish with confidence. Echo confirms no significant semantic overlap with your history.
You make the final call. Echo tracks your decision and updates your Idea Ledger with exhaustion scores, use counts, and proximity relationships.
Echo doesn't match keywords. It generates vector embeddings for each idea and compares meaning. "Leadership is influence" and "Great leaders inspire without authority" are semantically identical—Echo knows this.
Ideas exist in relationship to each other. Echo maps conceptual neighbors and calculates distances. When you venture into adjacent territory, Echo warns you if the jump isn't big enough.
Each time you use an idea, its exhaustion score increases. High exhaustion + semantic similarity = REFUSE. Echo protects you from over-mining the same conceptual vein.
Most creators don't remember what they posted on Medium six months ago when drafting a LinkedIn post. Echo does. Your semantic history is unified across all platforms.
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