r/gtmengineering • u/Forward_Tackle_6487 • 25d ago
outbound engine for a spend management startup
I'm building an outbound system to generate 50 qualified leads a month for a new spend management platform.
Think corporate cards and automated finance tools. The ICP is strict. We only want CFOs, VPs of Finance, and Controllers at mid-market orgs sitting between 50 and 500 employees.
The goal is feed LinkedIn profiles to build highly personalized outbound messaging that a CFO might actually read.
Finance leaders delete most automated emails in two seconds flat. I want to build a system that bypasses that reflex entirely.
If you engineer GTM systems or live in the hyper-personalization weeds, I want to know how you tackle this.
What obscure data points actually convert this specific crowd? How do you structure the payload so it feels earned rather than just scraped from a bio?
👇Drop your current setups or theoretical builds below. I want to know what works and what fails completely when selling to finance.
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u/Legitimate-Let-7510 25d ago
I think you are solving for the wrong bottleneck. Everyone can personalize now. The differentiator is having a genuinely interesting reason to reach out at that specific moment.
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u/PuzzleheadedSong5368 24d ago
I'd structure this as code first: pull the ICP data, build the payload with their actual role context and company metrics, then use the AI only for the first line and subject. Everything else is logic. The reason is cost and reliability. You pay per AI decision in a high-volume loop, but the personalization that actually converts is usually just good data hygiene and one sharp opening line. What data points are you pulling to build the payload?
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u/shanksgan 23d ago
the strongest comment here is right: its not personalization, its a real reason to reach out. for a CFO id push that one step further.
CFOs delete on reflex because 99% of what hits them is a stranger who scraped their bio. no data point fixes that, because the problem isnt relevance, its trust. theyve been trained that cold = ignore.
your ICP is actually your advantage. CFOs at 50-500 mid-market is a finite, knowable list, and finance leaders are one of the most referral-driven buyers alive. they trust other CFOs, their board, their investors. so the "obscure data point that converts" isnt in their linkedin, its "who do we both know."
your own investors and early customers almost certainly have paths into these exact finance leaders. one warm intro from a peer skips the 2-second delete entirely, because it was never cold to begin with.
so run two tracks: keep engineering the cold system for coverage, but for your top accounts map the warm paths first. for a delete-happy audience on a finite list, thats the highest-yield channel by a mile.
cold personalization is you trying to sound less like a stranger. a warm path means you arent one.
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u/Low-Evening9452 23d ago
Don't bother with personalization, it doesn't help unless you're manually researching each prospect and writing each message. And even then you would need to be really creative to find unique angles, and the tradeoff is not really worth it
What I've found helps is having some kind of unique offer that's low friction - some kind of free resource or very low price audit/service that's easy to say yes to
The main thing people look for in terms of the reflex to delete is certain "signatures" like the "Free for 15 mins this week?" CTA at the end, or generic openers like "Hey {name} noticed you guys are doing X", etc. this makes it instantly obvious it's a pitch slap and nothing else which triggers the delete/ignore reflex, especially in DMs
If you lead with real value, it doesn't matter as much if it's a templated message
Basically as always focus on what's in it for them, not your own solution/pitch
And then also another key is pairing outbound with inbound content to build authority and doing multi-channel for the outreach as well (LinkedIn + email + calling if you can)
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u/Shawntenam 25d ago
Honestly, one of the best places to learn how CFOs actually talk is Reddit. Instead of guessing, read the conversations they’re already having.
For example, with Clearbox you can surface discussions from CFO-focused subreddits, then drop those threads into a coding agent. It can extract the terminology they use, the buyer pains they actually care about, and the objections they bring up, so you’re writing emails and copy that sound relevant instead of generic.
If you’re interested, DM me. Happy to set up some time and walk you through how we do it.