From a Reddit Post to a Closed Deal

Say your product helps small businesses handle scheduling. A search targeting a small-business subreddit with query terms around scheduling and double-bookings surfaces a post from someone describing exactly that problem — missed appointments, a spreadsheet that no longer scales, and a comment near the bottom asking if anyone has a tool that actually works.

This post exists in your search results because the subreddit and query targeting were built around where your buyers actually talk, not a generic keyword. It hasn’t been saved anywhere yet — it’s just visible, sitting in the live results next to everything else the search turned up that day.

AI Lead Scoring runs on search results automatically, so by the time you see this post it already carries a classification. The specific language — naming the problem, describing what they’ve already tried, and directly asking for a recommendation — is exactly the pattern that tags a post as a High-Intent Buyer rather than someone venting or comparing options in passing.

That tag is what pulls this one post out of a longer results list and puts it at the top of what’s worth your attention, before you’ve manually read a single word of it.

This is the same underlying job any sales intelligence system does — turning a raw signal into a reason to act now — just built on public Reddit conversation instead of firmographic or account-level intent data.

A lead only enters the pipeline once it’s explicitly saved — raw search results, no matter how high they score, aren’t automatically tracked anywhere. One save action on this post creates a card for it in the New Lead column of the CRM Pipeline, carrying its High-Intent Buyer badge with it.

From this point on, the lead has a permanent home. It won’t get buried by tomorrow’s search results, because it’s no longer living inside the search view at all — it’s a card on a board.

From the card, AI Outreach drafts a reply using the lead’s original post as context — referencing the specific scheduling problem and the tools they mentioned already trying, rather than a generic opening line that could apply to anyone. That specificity is only possible because the draft is grounded in this exact post, not a template with a name swapped in.

The draft is a starting point, not a finished message. You read it, edit whatever needs adjusting, and send it yourself — it is never sent automatically, by design.

Once the reply goes out, you drag the card from New Lead to Contacted / Outreach Sent. If they respond, it moves to In Discussion / Replied, and you add a note logging what they said — a question about pricing, a request for a demo, whatever keeps the conversation moving. If the conversation ends in a sale, the card moves to Won / Closed.

Not every lead ends that way. If the person never replies, or replies once and goes quiet, the card moves to Archived / Disqualifiedinstead. Either outcome is visible on the board, and either way you can export the card’s stage and history to CSV, filtered by stage, whenever you want a record of it.

Finding a good post is the easy part to romanticize and the easy part to automate. On its own, it produces nothing — a High-Intent Buyer tag on a post you never save, never reply to, and never follow up on is just a piece of trivia. Extraction without tracking is a search result, not a sale.

What actually turns a find into a result is everything after it: a place for the lead to live once it’s saved, a record of what was said and when, and a visible reason to come back to it tomorrow instead of letting it scroll out of memory along with the rest of that day’s search results. A pipeline with real stages is what makes follow-through possible at all, because it’s the difference between a lead you noticed and a lead you’re actually working.

That’s the reason search, scoring, saving, drafting, and the pipeline all live in the same product rather than as separate tools you’d have to stitch together yourself — the workflow only holds together if nothing falls through the gap between finding a lead and doing something about it.