About Toni Ruokolainen

As a former B2B SaaS product manager with a PhD in Computer Science, I bring a rare blend of commercial strategy and engineering rigor to the table.

I’ve lived the frustration of "flying blind". You know your product has market fit. You wouldn't be at €10M+ ARR otherwise. But you also know you are leaving money on the table because you lack the "Data Bridge" required to systematically turn users into retained, high-value accounts.

I started my consulting practice to solve this specific gap. I am not a marketing agency, and I am not a "staff augmentation" firm. I operate as a solo Revenue Architect with a very specific philosophy: I deliver clarity, not dependency.

My goal is to come in, build the deployment-ready systems you need to scale Net Revenue Retention (NRR), and then hand the keys over to your team.

I work directly with C-level leaders and VPs to deploy two specific capabilities:

• Automate Expansion: We deploy The Expansion Engine to build the "Whale Detectors" and Product-Qualified Account (PQA) scoring logic that tells your sales team exactly which accounts to call, and when.
• Operationalize Retention: If your data isn't ready for expansion, we deploy The Activation Engine to clean up your data debt and track the specific "Team Habits" that actually predict long-term account health.

Security and Precision

Because I work with your most sensitive customer data, I don't take shortcuts. My academic background means I treat data security with scientific discipline. I operate on a strict "Zero-Trust" protocol, using AES-256 encrypted local partitions and secure drop zones to ensure your data is protected as a liability while I turn it into an asset.

Building What I Preach

My advice isn't theoretical. I am also the founder of GrowthCues, a warehouse-native product intelligence engine. I am building the tool that automates the very logic I deploy for my consulting clients.

I’m a bootstrapped solo founder, which means I don't hide behind a corporate brand. I value integrity, direct communication, and results over slide decks.

If you are tired of guessing why accounts churn or want to implement a Product-Led Sales motion without hiring five new data analysts, let's have a chat.

Book Your Revenue Architecture Call

Let's see if we can find the signal in your noise.

You can also connect with me on LinkedIn:

linkedin.com/in/toniruokolainen