When the fundraise is a sprint, not a rescue mission
Talkie AI builds AI voice agents for healthcare, with US operations and a finance function we've run since 2021. Together we've been through EUR 4.8M of total raised funds from +12 investors.
Raised in the funding round
From top european VCs and angels.
Ongoing finance partnership since October 2021
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The Situation
Talkie AI builds AI voice agents for healthcare — voicebots that handle patient interactions for medical facilities. The kind of product that needs to move fast and look serious to investors at the same time. Polish company, international ambitions, a cap table with European VCs and the usual scale-up calendar of product sprints and funding rounds running in parallel.
We started working with Talkie in October 2021, at the very beginning of the business. The brief back then wasn't dramatic: pick the right SaaS metrics, run the monthly close cleanly, handle reporting to the early investors, and put the accounting policies and revenue recognition procedures on a foundation that would still hold when the company was twenty times its size. Quietly. Monthly. Without drama.
Which is exactly why, four years later, when the founders decided to go raise their next round, the conversation wasn't "how do we rebuild everything for diligence." It was "how fast can we package what's already there?"
It's a pattern we see across VC-backed companies that get the finance order right early: the round looks like a sprint instead of a rescue because the controlling layer was built before it was urgent.
The Challenge
- VC diligence ahead — the usual scrutiny on SaaS metrics, unit economics, revenue recognition, runway
- Multiple existing investors expecting their regular monthly and quarterly reporting throughout the sprint — nothing could slip
- SaaS metrics (MRR, retention cohort, CAC payback, runway) had to tie back to statutory results, not live in a separate file
- An R&D grant application running in parallel on the same finance team's calendar
Our Approach
Mobilization
Locked the SaaS metric framework that would land with investors. Mapped what current data already supported, what needed reconstruction, what needed to be built from scratch. Aligned with the founders on the story the numbers had to tell — and the questions investors would push back on hardest.
Modeling and structuring
Built the investor-ready financial model: current actuals through three-year projections, unit economics, cohort analysis, scenario modeling. Reconstructed revenue recognition where the historical bookings didn't match the SaaS lens investors expected. Every number traceable back to a source document. Monthly close kept landing on its usual cadence for existing investors in parallel.
Diligence preparation
Stress-tested the model against the questions VCs typically ask at this stage. Built and structured the diligence room. Prepared the management Q&A. Trained the founders on how to talk to the numbers under pressure — because the model is only as good as the team explaining it in the meeting.
Close
Final updates, last-mile data refresh, materials out. While that ran, we also closed out the R&D grant documentation that had been progressing in parallel.
incro supports us across month-end close, investor reporting, and due diligence — and what sets them apart is how they work, not just what they deliver. They're available, remember our context without us repeating ourselves, and stay proactive about keeping us on track. The answer is never 'it can't be done' — they always find a way.
What We Built
- Investor-ready financial model with three-year projections
- SaaS metric framework tied back to statutory results (MRR, retention cohort, CAC payback, runway)
- Monthly close process delivering within 10 working days, every month
- Revenue recognition and accounting policies that hold up to VC scrutiny
- Structured diligence room for VC review
- Ongoing investor reporting pack (monthly + quarterly cadence)
- R&D grant financial documentation
Conclusion
The funding round is the headline, but it isn't really the story. The story is what happened four years earlier, in October 2021, when Talkie picked a finance team and started running a clean monthly close before they technically needed one. That's the foundation the 8-week sprint stood on. It's why the fundraise looked like a sprint, not a rescue mission.
For VC-backed companies the pattern is consistent: founders who treat the finance function as something to build before the round, rather than during it, raise faster, raise cleaner, and don't pay the diligence tax that less-prepared companies pay in valuation. Five years in, we're still Talkie's finance team. Same cadence, same numbers, same team. That's the version of the partnership we recommend.
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