Imagine managing sales commissions with one person hand-building commission logic in SQL and spreadsheets because no dedicated tool exists yet. That’s exactly what Birdie did. But as its sales team grew to 40+ reps across 6+ comp plan types, that homegrown system stopped being a workaround and became a risk.
For Luke Cullimore, Senior Revenue Operations Manager at Birdie, a social care software platform, the challenge was compounded because commissions are paid on the invoice-paid date, not the close date. “We were using spreadsheets… a bunch of very difficult-to-maintain spreadsheets calculating commissions,” said Luke.
After implementing QuotaPath, Birdie moved from a manual process that could take days each month, and even longer during quarterly runs, to fully automated monthly payouts tied to real invoice activity. Now, Birdie is beginning to move commission management out of RevOps’ hands and into Finance’s.
The Breaking Point: Spreadsheets, SQL, and Version Control
Luke built a system of complex SQL queries that generated outputs, fed into spreadsheets that calculated commissions and reported earnings back to reps. This took roughly 2 to 3 weeks to build originally. Once it was working, it took about a day a month to run, climbing to 2 to 3 days for quarterly plans. “I built a bunch of complex SQL queries to spit out the outputs that we needed… and then had a bunch of very difficult-to-maintain spreadsheets that were calculating our commissions,” said Luke.
Version control became a major stumbling block to RevOps commission management. Because the calculations were embedded in specific formulas, any change to a rate, accelerator, or kicker was risky, so RevOps became reluctant to touch comp plans. “We were so reluctant to make any changes to comp plans… it made transitioning between variations really, really challenging,” said Luke.
Over time, this hurt how reps felt about their own incentive structures. “I think sentiment for the sales team was becoming worse over time… towards their incentive structures,” said Luke.
An extra layer of complexity that made version control especially dangerous for Birdie was that commissions are paid on the invoice-paid date, while attainment is tracked against the close date. This meant a deal that closed six months ago could sit unpaid in the system while comp plans changed underneath it.
“We have pretty strict eligibility criteria, so we don’t pay out just on closed dates — we pay out based on when an invoice has actually been paid… there’s just a lot of nuances that came with version control, specifically with that problem,” said Luke.
This wasn’t a situation where a team did something wrong. Spreadsheets and SQL, however cleverly built, were never designed to manage that level of eligibility nuance at scale.

Build vs. Buy: Why Birdie Didn’t Build It Themselves
With tools like Claude Code, it’s easier than ever to vibe-code internal tools. So, Birdie’s leadership asked whether they could build their own commissions system. “I can imagine now people think that they can build a lot of this stuff out in Claude Code… but I would not consider doing that for commission,” said Luke.
The database structures needed to manage version control properly are easy to underestimate, and a DIY build tends to look deceptively simple until months in. “You’d grossly underestimate the database structures you’d need to manage that version control… it would actually be way more complex than people think… you’d spend more time figuring that stuff out than actually building it as a first version,” said Luke.
Luke knew building commission tracking software in-house would also mean losing the guidance a dedicated vendor provides. “If you try to build something yourself, you completely lose that thought leadership and partnership,” said Luke.
Evaluating Solutions: QuotaPath vs. Everstage
Birdie considered Everstage alongside QuotaPath. The product usability gap quickly became evident as Luke demoed both solutions. “The UI around QuotaPath generally stood out… it was clear that, even on a demo, you guys could jump in and actually start making changes quite quickly and easily… whereas with Everstage, it was like, oh, we’ll take it away, we’ll come back to you,” said Luke.
Ultimately, the deciding factor came down to service, both pre- and post-sale. “By far and away, QuotaPath has set a real bar for what we expect in terms of service from our vendors… before we even saw the tool, you guys asked us to share our comp plans, went through them, gave productive feedback… we were able to use that to drive some better internal decisions,” said Luke.
For instance, when Birdie shared their MME quarterly plan, which consisted of a split annual and quarterly quota, Everstage reportedly said the plan simply wouldn’t work and left it there. Conversely, QuotaPath worked through a better version with Birdie, then brought it back to their own team.
Implementation: Fast, Supported, and Ahead of Schedule
Despite the complexity of invoice-based eligibility, 6+ comp plans, and a Snowflake data pipeline, Birdie hit an aggressive timeline and beat it by 10 days. “We had really aggressive timelines… but we met every single one,” said Luke.
Luke gave Sam, the implementation lead, most of the credit for beating their self-imposed invoice-based commission software implementation deadline. “There’s no way I would have been able to do it without someone like Sam… most of the credit has to go to him,” said Luke. “It didn’t even take as long as I thought it would… the onboarding steps were pretty seamless.”
Birdie explicitly chose not to use QuotaPath’s native HubSpot integration. Instead, HubSpot deal data is routed through Snowflake first to support more complex kicker modeling, then a single clean pipeline feeds QuotaPath.
Although onboarding went smoothly, one rough edge involved the Snowflake integration. Setting up the Snowflake data pipeline initially had some friction, involving back-and-forth formatting and thin documentation; even the QuotaPath team was responsive throughout. “I think initially we had some issues setting it up… but when we did go through people, they were generally very helpful, very responsive,” said Luke.
Payout Transformation: From Quarterly Delays to Monthly Accuracy
Before QuotaPath, Birdie’s reps on quarterly plans could close a deal in March, and if the invoice hadn’t been paid yet, they might not see that commission until the end of Q2 or Q3, because running reconciliation more often than quarterly simply wasn’t feasible by hand. “Historically… they would have had to wait until the end of Q2 or Q3,” said Luke.
QuotaPath’s sales commission automation eliminated that delay, letting Birdie move every rep, regardless of plan type, to a monthly payout cadence based on real invoice activity. “With QuotaPath… now everyone’s getting paid out monthly based on invoices being paid… it’s amazing; it’s been great,” said Luke.
Luke always intended to shift commissions out of RevOps’ hands and into Finance’s. Having QuotaPath gave him the confidence to start that handoff. “The whole goal of implementing QuotaPath was basically to remove it partially from the RevOps domain and hand it over to our finance team,” said Luke.
Rep and Finance Experience: More Visibility, More Engagement
Birdie’s reps and Finance also see the benefit of using QuotaPath commission tracking software. Reps can now easily track their earnings and are more engaged, whereas before they were presented with confusing spreadsheets and mostly accepted whatever number they were given rather than asking questions.
“The sales team really appreciates the visibility into their payroll… they didn’t have that before,” said Luke. “I’m getting a lot more questions… which is a good thing as it tells me they’re engaged.”
It’s early days in the RevOps to Finance handoff. Birdie only recently onboarded Finance to the tool, but early signals are strong, including Finance seeing how QuotaPath could help with their own accrual processes.
Design, track, and manage variable incentives with QuotaPath. Give your RevOps, finance, and sales teams transparency into sales compensation.
Talk to SalesFinal Thoughts
After implementing invoice-based commission software, Birdie now has 40+ reps and 6+ comp plan types running through one platform. Invoice-based eligibility is automated instead of manually reconciled, and payouts have moved from quarterly delays to a consistent monthly cadence.
Birdie now uses a single Snowflake-fed data pipeline replacing fragmented SQL and spreadsheets, and RevOps is beginning to hand commissions off to Finance instead of owning it alone.
“I couldn’t recommend you guys more highly,” said Luke, “I would say as soon as they can, share all of their comp plans over with you, so that you can get their advice, and they’ll tell you what you’re going to be doing wrong.”
Schedule a demo to see how QuotaPath can improve your commission processing.


