I help product executives validate their product strategy through systematic customer problem discovery – so you can build the right solution from the start, not after years of costly iteration.
Take RELEX that faced a challenge: strong market demand for retail assortment planning software, but all existing vendors had built expensive shelfware.
Through systematic customer problem discovery, RELEX understood why competitors failed, then built the right product. In the first year, they signed 5 customers, were on track to expanding to 20+ globally, and were named Leader in IDC's vendor assement. All this with just 3-4 people. No years of iteration. No costly pivots.
Book a 30-minute exploration call. If your situation fits, we'll schedule a FREE 90-minute Product Strategy Session to work through your specific product challenge.
You have validated market demand. Gathered feature ideas. Analysed competitors. Your team is ready to build.
But you might be wondering: What if our assumptions are wrong?
What if those feature ideas don't reflect the real customer problems? What if there's complexity we are not seeing that will derail us 12 months in?
The problem isn't lack of customer research. Most smart product teams talk to customers extensively.
The problem is confusing pain points and feature requests with actual customer problems.
Instead of scalable products
And still keep looking
Before discovering your approach was fundamentally wrong
Despite your superior technology
Making the next initiative harder to secure
Companies build based on three types of inputs: customer feature requests, internal ideas, and competitor features.
All three can lead you astray.
Sound promising because they come from real users. But features are solutions, not problems. A customer asking for "a dashboard" hasn't told you what problem they are trying to solve. When you build what's requested, you often solve the problem suboptimally, solve only a part of it, or solve a wrong problem entirely.
Are even riskier. They may not address any real customer problem at all. Your team thinks "this would be cool" or "competitor X has this feature, so should we." But without understanding the underlying problem, you are guessing.
Products that address symptoms instead of root causes, or solve fragments of problems rather than complete needs, or just fail entirely. Your backlog fills with features that don't deliver the value you expected.
"A solution can only be as good as your understanding of the problem you're addressing.
This is non-controversial. Like an irrefutable fact."
—Paul Adams, Chief Product Officer, Intercom
Instead of iterating toward the right solution, discover the complete customer problem space first. Then build the right product with the right scope directly, based on deep understanding rather than educated guesses.
My novel approach, Deductive Innovation, systematically distinguishes customer problems from solutions, pain points, and feature requests. It maps the complete problem space and reveals interconnections and dependencies that surface-level research misses.
Customer problems, properly understood, are remarkably stable.
They provide a lasting foundation for product strategy that survives technology changes and market shifts.
When you understand problems at this level, you can:
before building them
(=scalable product opportunities) from customer-specific needs (=customisation traps)
knowing you are solving real problems, not symptoms
that burns resources and delays Product-Market Fit
The result: You build products customers immediately recognise as superior. Not through luck or endless iteration, but through systematic understanding.
If this approach make sense to you:
For proof that this works, keep reading ↓

RELEX Solutions helps retailers, manufacturers, and consumer goods companies optimise demand forecasting, replenishment, merchandising, pricing and promotions, supply chain operations, and production planning. Founded in Finland in 2005, RELEX is a global company with over €300M in revenue, growing 25+% annually, and more than 2300 employees in 21 countries.
RELEX Solutions identified a significant product opportunity: retail assortment management software.
The market had strong demand. Customers clearly felt pain. Multiple competitors were already selling their software in the space. Without an assortment management product, RELEX was losing competitive bids.
However, all incumbents had built expensive shelfware: products customers licensed but didn't actually use.
Why were established vendors failing despite obvious demand?
They addressed fragments of the problem without understanding the complete picture. They built based on feature ideas, not systematic problem discovery.
RELEX didn’t want to waste millions on a product customers wouldn’t use.
Before defining their solution, RELEX invested 6 months in comprehensive customer problem discovery using Deductive Innovation.
Systematic discovery across multiple retailers revealed the interconnected problem space that competitors had missed, including both mathematical optimisation challenges and human decision-making needs.
Signed 5 customers, several in production use
Pipeline on track to expanding to 20+ customers globally
Recognised as a "Leader" in IDC's vendor assessment
Small team built successful product from the start
"The insights and results from Antti's product discovery and concept design work helped us find the right approach. We have successfully built a marketable product that has generated significant interest."
— Tommi Ylinen, Chief Product Officer
"The discovery introduced new ideas and challenged my assumptions as to what should be included for a successful solution. It informed me about areas I hadn't considered."
— Sam Welton, VP of Product
We achieved a clear mutual understanding of the assortment challenge. Some of Antti's illustrations triggered real 'light bulb moments,' which provided valuable context we were missing.
— Jay Hawkins, Head of Product
"The discovery work made my job as a product manager significantly easier.
We had a clear and refined vision on how to move forward."
— Jussi Niemi, Product Manager
RELEX succeeded because they understood customer problems completely before building, while competitors guessed and iterated.
Want to hear the story directly from RELEX's Chief Product Officer? Read on ↓
Tommi Ylinen, Chief Product Officer
"Assortment management is retail's Holy Grail: every retailer wishes someone could tell them what the perfect assortment is. At RELEX, we had a micro space solution in our Space & Assortment product area, but without a dedicated assortment management product, we were losing competitive bids. While market demand existed, our experience and competitors' struggles showed that it was difficult to build a successful product in this space."
"When our team wanted to move forward with assortment management, we had doubts about the business potential and the right approach. We didn't want to just pour money into building a product in an area where no one had succeeded before. We wanted to reduce risks and find the best way forward."
"The insights and results from Antti's product discovery and concept design work helped us find the right approach. Even though we've proceeded with a small team of just 3-4 people, the results have been surprisingly good. We have successfully built a marketable product that has generated significant interest and that we are excited about. We already have 4-5 customers, some in pilot or production phase, and our pipeline includes promising cases like a multi-billion euro grocery retailer."
"Closing these deals will demonstrate our ability to sell assortment management as a standalone product to our sweet spot customers and compete in the Space & Assortment area with a comprehensive solution."
— Tommi Ylinen, Chief Product Officer
"Antti's work was a real cornerstone of our progress in the area, as it was a direct line from his work into development. We now have five customers, and we are planning rapid expansion to roughly 20 customers globally by the end of next year."
— Sam Welton, VP of Product, Space & Assortment
Read the complete RELEX case study here.
For: Product teams wanting to learn systematic customer problem discovery
Timeline: 1-2 days
Best when: You want your product team to develop systematic problem discovery capabilities, regardless of what stage your products are at.
For: Product executives evaluating a significant new product initiative before commitment to develop
Timeline: 4 weeks
Best when: You are deciding whether to commit €500K+ to building, and need confidence in your strategy before major investment.
For: Companies committed to getting a major product initiative right from the start
Timeline: typically 2-6 months
Best when: You are committed to building something significant and want deep problem understanding first.
✓ You are a product executive at a B2B SaaS company
✓ You are evaluating a significant new product initiative (€500K+ development investment)
✓ You have access to target customers willing to participate in discovery
✓ You are willing to adjust plans based on what discovery reveals
✓ You want to build the right product from the start, not iterate for years
✗ You are already committed to a solution and just want confirmation
✗ You must start software development in the next 1-2 months regardless of discovery results
✗ You can't provide access to target customers for research
✗ Your total development budget is under €300K
✗ You prefer to "move fast and iterate" rather than understand deeply first
Book a 30-minute exploration call. We will discuss your situation and I will tell you if this approach would make sense for you, even if that means recommending something else.
I help B2B SaaS product executives discover what customers actually need so they can build successful products directly without years of costly iteration.
Over 20 years in B2B software product development, I've seen too many companies waste millions building products based on feature requests, customer pain points and internal ideas only to discover they misunderstood the real customer problems.
Through work at B2B software companies like Comptel and consulting engagements with companies like RELEX Solutions, I have developed a systematic methodology, Deductive Innovation, that distinguishes customer problems from solutions.
This approach enables teams to build optimal products directly, without the expensive trial-and-error that typically plagues B2B product development.

I have applied systematic problem discovery in diverse domains like:
The methodology is domain-agnostic by design. I learn systematically rather than requiring pre-existing domain expertise.
I write "Deductive Discovery", a newsletter for B2B SaaS product leaders where I explore systematic approaches to customer problem discovery and product strategy.
I'm also the author of "How to Build a Lasting Competitive Advantage in B2B SaaS", a research report based on my interviews with 31 B2B SaaS executives and founders about their experiences creating successful products.
We will discuss your product opportunity and current situation. I will assess whether this approach makes sense for you. Three possible outcomes:
You will see the discovery methodology in action, get concrete insights about your customer problems, and make better product decisions with confidence.
📄 Download: "How to Build a Lasting Competitive Advantage in B2B SaaS"
Many product executives find themselves evaluating significant initiatives without a clear framework for the decision. The Product Strategy Session gives you that framework.
30 minutes
We'll discuss your product challenge, what decision you're facing, and whether systematic discovery applies to your situation.
If it's not a fit, I'll tell you honestly and suggest alternative approaches.
90 minutes
Before the session, you'll complete a brief questionnaire (10 minutes) about your specific challenge.
A new perspective on your challenge. A framework for systematic thinking. Clarity on what kind of product discovery fits your situation.
✓ Evaluating specific initiative (€500K+ investment)
✓ Facing build/no-build or scope decision
✓ Want outside perspective on B2B products
✓ Willing to share details openly
✗ General curiosity (read my newsletter)
✗ Want tactical how-to (that's what engagements deliver)
✗ Already certain what to build
During this call, we'll determine if a 90-minute Product Strategy Session would be valuable for your specific situation.
Traditional discovery collects feature requests and pain points. Deductive Innovation systematically distinguishes actual customer problems from symptoms and solutions. This reveals the complete problem space that feature requests never expose, which enables you to build optimal solutions directly rather than iterate for years.
That's helpful foundation work. This approach stress-tests whether that research uncovered actual customer problems or just surface-level symptoms. Many companies discover that their extensive research was unfortunately asking the wrong questions.
They can do customer research, yes. What's difficult without the Deductive Innovation framework is distinguishing customer problems from obvious pain points, solutions from underlying problems, common patterns from customer-specific quirks, and root causes from symptoms. Also, I'm objective. I have no internal biases about what you should build.
The methodology is domain-agnostic. In preparation, your internal experts educate me about your industry. If after initial interviews I don't think I can grasp enough within the timeline, I'll tell you honestly and we'll cancel. I won't take your money if I can't deliver value.
You get a clear assessment with one of these recommendations:
If the recommendation is to proceed, you will have a complete scope map for comprehensive discovery and can decide whether to continue working with me or apply the findings with your own team.
Both. Most discovery can be done remotely via video calls. For some engagements, especially Full Discovery, onsite sessions can be valuable or even essential. We will discuss what makes sense for your situation.
Customer problems change slowly. The situations your customers face and outcomes they need persist even as technologies evolve and markets change. That's why problem understanding has lasting strategic value. It remains valid through multiple solution iterations.
Then book a call or email me.
📍 Helsinki, Finland (serving companies globally)
Deductive Solutions Oy Ltd
Business ID: 2080183-3
© 2026 Deductive Solutions Oy Ltd
B2B SaaS companies often discover they misunderstood customer needs 12-18 months into development after burning through their budget and credibility.