Cold outreach didn't stop working.
Judgment got replaced with shortcuts.
Scraping LinkedIn, summarizing profiles, and feeding them into GPT produces slop. Not replies.
We're building a system that decides who to contact and why before writing anything.
Why this exists
We've run enough outbound to watch reply rates decay as tools optimized for speed instead of thinking.
What used to be human judgment turned into prompts and templates.
This system exists to reverse that.
This is an active research system.
We're optimizing for reply rate and decision quality, not demos or guarantees.
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