Why I Built Salescadia

Introduction

I did not set out to build a sales tool. I was a PhD student building machine learning models to predict which compounds might work as anti-aging drugs. At the same time, I was running a company called MedLeague that helped undergraduates get into medical school, with a sales team of about ten people.

Running both at once meant I spent my days on model architectures and my nights looking at a sales pipeline. Eventually the two collided, and Salescadia came out of that collision.

The honest origin story is that I built the first version to fix my own problem, not to sell anything.

The Problem

The first thing that broke was show rates. Roughly 35 percent of the people who booked a call with us simply did not turn up. If you have never run a sales team, it is hard to describe how demoralizing that is. Your best closer sits there with a coffee and an empty video call, and the pipeline you spent money to build quietly evaporates.

So I did the obvious thing for someone with a machine learning background. I asked whether I could predict who would not show, and route the risky bookings to my newer reps while protecting my top performer's calendar. That worked.

Then I asked a better question: could I predict which prospect was most likely to buy from which specific rep, and match them in real time? That worked too, and it lifted revenue without adding a single lead to the top of the funnel.

Feeling clever, I took it to other companies. And that is where I hit the real problem.

Almost nobody had my problem. When I got on calls with small and mid-sized businesses, the conversation went the same way every time:

"This routing thing sounds great. But I don't have enough leads to route."

I was selling a way to squeeze more revenue out of a pipeline that most companies did not have in the first place. The actual challenge, the one nearly every founder and small sales team faces, is much simpler and much more painful: not enough qualified conversations happening at all.

And the usual fixes are worse than the problem. Cold email has become so saturated that it mostly gets deleted. Hiring an SDR costs real money before you know whether the motion works. Buying a lead list gets you a spreadsheet, not a conversation. Most "automation" tools promise huge volume and quietly put your account at risk.

The Solution

Salescadia applies the same machine learning idea to the top of the funnel instead of the middle.

Instead of predicting who will show up, it works out who is worth reaching, what to say to them, and which of your reps should be the one to say it. Then it runs that outreach on LinkedIn from each rep's own account, safely and automatically.

You point it at your website and describe what you sell. It builds a targeted campaign, sources prospects who actually fit, reads what each prospect has been posting about, and writes an opener grounded in something real rather than "I see you're the VP of Sales." When someone replies, the sequence stops and the conversation lands in your inbox.

The reason we lead with LinkedIn is not ideology. It is that I personally never had luck with cold email, and I did have luck on LinkedIn, because people can see you are a real person with a real profile and mutual connections. Our own campaigns bear that out: cold invites in matured campaigns get accepted about 53 percent of the time, and roughly one in three accepted connections replies.

Key Features

• AI campaign building from your website: Paste your URL and describe what you sell. Salescadia researches your company, works out your ideal customer profile, and builds the targeting and messaging for you instead of handing you an empty template.
• Personalized openers from real activity: Every first message is grounded in something the specific prospect actually posted or did, which is the difference between a reply and a delete.
• Multi-rep routing that learns: Connect several reps and the model learns which rep is most likely to connect with which segment, based on things like shared schools, mutual connections, and what has closed before. That edge compounds with every campaign.
• Safety as a hard constraint: Accounts ramp from about 5 invites a day to a ceiling near 25, send only during business hours with randomized timing, use a dedicated IP, and throttle automatically when acceptance drops. Across every account sending today, zero have been restricted.
• Reporting that tells you what is working: Weekly and monthly reports covering per-rep performance, which campaigns book meetings, and where the funnel leaks.

Frequently Asked Questions

What problem does Salescadia solve?

Not enough qualified sales conversations. Most small teams do not have a conversion problem, they have a volume-of-real-conversations problem. Salescadia fills the top of the funnel with booked meetings from cold LinkedIn outreach, run automatically from your team's own accounts.

Who should use Salescadia?

Founders doing their own selling, solo sellers and consultants, and small sales teams where every rep is expected to prospect. It works for one person and gets stronger with a team, because the routing model needs multiple accounts to learn from. If you sell B2B and your buyers are on LinkedIn, it fits.

When is Salescadia the right choice?

When you know who your buyer is but cannot get in front of enough of them, and when the manual version is eating hours your reps should spend on calls. It is a poor fit if your buyers are not on LinkedIn, if you need thousands of touches a day (safe LinkedIn sending tops out around 25 invites per account per day), or if your problem is closing rather than pipeline.

How is Salescadia different from alternatives?

Three things. First, safety is a product constraint rather than a setting, so we deliberately send less per account than tools that advertise big numbers. Second, the multi-rep routing model is something a single-account tool structurally cannot do. Third, the pricing: it is free until it books your first meeting, so you are not paying to find out whether it works.

Conclusion

Salescadia exists because I had a sales problem, tried to solve it with the only tool I had, and discovered that the problem I actually needed to solve was one step earlier in the funnel.

If you are a founder or a small team staring at a thin pipeline, the fastest thing you can do is get more of the right conversations started. That is the whole job.

You can try it free until it books your first meeting at salescadia.com. If it never books one, you never pay.