Refolk's other use case: turning an AI recruiting agent into a BD and investor sourcing tool

When Refolk launched out of San Francisco, the natural framing was recruiting. A plain-English brief like "senior Rust engineers in SF, ex-FAANG, now at small teams" turns into a ranked shortlist scraped from GitHub, LinkedIn and the open web, plus drafted outreach for each match. That is a recruiter's dream.

Look closely at what the agent actually does and a second, less obvious use case shows up: sourcing for business development and venture. The same engine that surfaces engineers can surface founders building in a specific category, or angels who have written checks into a specific stage. The model does not care whether the query is "engineer to hire" or "founder to back" - it cares about the shape of the brief.

That matters because BD and investor sourcing have, until now, been worse-served by software than recruiting has.

Why BD and venture sourcing have been stuck

The recruiting market spent a decade building tooling. LinkedIn Recruiter, Gem, Greenhouse, Lever, Ashby, and a long tail of sourcing extensions all converged on the same workflow: boolean search, list, outreach sequencer, ATS handoff. Imperfect, but mature.

BD and venture sourcing never got there. The actual job, at most early-stage funds and at most BD teams, is still some combination of:

• Crunchbase or PitchBook keyword search, which surface companies but not the right human at the company.
• LinkedIn Sales Navigator, which can find the human but not the technical or product signal that should qualify them.
• Twitter and GitHub spelunking, done by hand, to find "the engineer who actually built X" or "the founder behind that one open source project."
• A spreadsheet and a half-written email template, which is where the workflow goes to die.

The reason this never got automated cleanly is the same reason recruiting did not get automated cleanly until recently: stitching "find the right person" to "say something specific to them" required either a human who reads carefully, or an LLM that can do the reading at scale. Until 2024 or so, the second option did not exist.

What Refolk's loop unlocks for sales and venture

Refolk's agentic loop has two pieces that translate cleanly to non-recruiting use cases:

1. Live web data, not a stale snapshot. The agent fans out across GitHub, LinkedIn and open sources at query time. For BD, that means you can ask "developer-tools startups that have shipped a v1 in the last 90 days with a paid plan but no Series A" and the agent works from current pages rather than a six-month-old CB Insights export.

2. Personalized drafting grounded in real artifacts. The same mechanism that drafts "saw your 314 commits to tikv/raft-rs last year" for a candidate can draft "saw your team's launch blog post on streaming inference last Tuesday" for a prospect. The "line that earned them in" is the unlock.

For a BD rep, that collapses a workflow that today spans three tabs - a list builder, an enrichment tool, and an outreach sequencer - into a single brief. For an investor, it collapses sourcing memos that today require two analysts and a weekend into a few minutes of iteration.

How a BD or VC brief differs from a recruiting brief

The brief shape changes, but not by much. Some examples that map cleanly to Refolk's interface:

• "Engineering leaders at Series B fintechs in NY who have spoken at a payments conference in the last 12 months."
• "Founders who maintain a popular Rust crate and have not announced funding yet."
• "Solo angels who have led at least two seed rounds in dev tools in the past 18 months."
• "Heads of platform at companies between 200 and 500 engineers, currently hiring Kubernetes specialists."

Each of these encodes the same three things a recruiting brief encodes: a role-shaped slot, a quality signal, and a timing signal. The agent does not need a different model to handle them.

The threat to existing tools

The interesting question for the incumbents is whether sales tools and venture data tools will adopt this pattern or be replaced by it. Sales Navigator and ZoomInfo are unlikely to be killed any time soon, because they are stitched into pipeline tooling and procurement contracts. But the layer above them - the human sourcing layer - is exactly where Refolk's bet is most defensible. If a single agent can replace the "list builder + enrichment + first-touch email draft" stack, the value migrates up.

For now, Refolk is still positioned around recruiting in its public messaging. But the BD and investor use case is real, and is the kind of organic spread that tends to define category winners. The tool that wins in agentic sourcing will not be the one with the best recruiter UX. It will be the one whose loop is general enough that operators in adjacent roles quietly start using it for their own briefs.

That is the position Refolk is building toward.

Track AI and labor-market news in real time on Quantisnow.