Problem-Solution Venture Screen
Back technically credible solutions to important, scalable problems
- Difficulty
- Advanced
- Time to result
- ~months to results
- Steps
- 7
- Confidence
- 97%
The screen begins by defining a real problem and refusing to spend excessive effort on ideological disputes surrounding it. Next, evaluate whether the proposed technology changes the underlying economics, performance, safety, or scalability enough to matter. Scientific novelty is insufficient: the team must demonstrate a path from mechanism to manufacturable product, acceptable cost, market adoption, and durable value. Development timelines and capital structure must fit the technical risk; family or patient capital may be appropriate where conventional venture funds cannot tolerate the duration. Samberg applied this orientation across fusion energy, three-dimensional solar structures, holographic storage, nuclear remediation, software compatibility, and active automotive suspension. The unifying question is whether capable people can deliver a practical solution to an important problem and create economic value while doing so.
Origin
Extracted from Masters in Business, where Art Samberg repeatedly connected venture investing with an engineer’s approach to solving consequential problems.
Core principles
- 01Start with the problem rather than the debate
- 02Demand a mechanism that materially improves the status quo
- 03Match patient capital to technical development time
- 04Large human needs can support large economic outcomes
How to run it
- 1
Specify the problem
Define who experiences the problem, its scale, and why existing approaches remain inadequate.
Pro tip Quantify the economic or human cost whenever possible.
Watch out A technically interesting idea may solve no urgent customer need.
- 2
Map the current constraints
Identify the cost, performance, safety, infrastructure, and regulatory limits of incumbent solutions.
Pro tip Find the constraint that most directly blocks adoption.
Watch out Beating one technical metric may not improve the whole system.
- 3
Validate the mechanism
Determine whether the proposed science or engineering can plausibly remove the key constraint.
Pro tip Seek experimental evidence and independent technical review.
Watch out Do not substitute impressive credentials for reproducible evidence.
- 4
Test commercial economics
Estimate manufacturing cost, required price, deployment complexity, addressable demand, and customer switching incentives.
Pro tip Work backward from the price customers can realistically pay.
Watch out A laboratory breakthrough can remain commercially unusable.
- 5
Evaluate the implementers
Assess whether the team can bridge research, product development, manufacturing, and market adoption.
Pro tip Favor teams that understand both the science and the operational bottleneck.
Watch out Deep expertise in one domain may not cover commercialization.
- 6
Structure patient capital
Match funding, milestones, and governance to the likely technical-development timeline.
Pro tip Use staged milestones that prove the riskiest assumptions first.
Watch out Short-duration capital can force abandonment before the technology matures.
- 7
Confirm scalable impact
Determine whether solving the problem can expand access, reduce costs, or create a substantially larger market.
Pro tip Look for solutions where social benefit and commercial growth reinforce each other.
Watch out Do not confuse a large societal problem with a large accessible market.
In the wild
Samberg described a solar company growing nickel nanofibers on a substrate so photons spiral through a three-dimensional structure and remain inside longer than on a flat surface. The investment depended not only on efficiency but also on producing the panels on glass at a competitive cost.
→ The technical improvement becomes investable only if manufacturing reaches practical commercial economics.
Samberg helped start Curion, which developed media for removing radioactive cesium from water. The small company’s capability became urgently valuable after Fukushima, where contaminated water posed a persistent remediation challenge.
→ A targeted technical solution found a large real-world application and rapidly expanded the startup’s work.
MIT founders developed an active automotive shock-absorber system. The key commercial gate was reducing system cost enough to sell below roughly two thousand dollars per automobile rather than merely demonstrating superior ride control.
→ Meeting the cost threshold would convert an engineering advance into a mass-market automotive product.
Common mistakes
Debating instead of building
Extended ideological argument consumes resources without testing whether a proposed solution actually works.
Ignoring the price threshold
Superior technology will not reach a broad market if it cannot meet the customer’s required economics.
Using impatient capital
Long-duration technical development can fail financially even when the science is promising if funding expectations are mismatched.
Is it for you?
Best for
It is best for patient investors evaluating deep technology, energy, infrastructure, or medical ventures.
Not ideal for
It is not ideal for investors requiring quick liquidity or teams unable to validate difficult technical claims.
From the transcript
“I'd rather spend my time figuring out how to solve the problem rather than debate the issue.”
“what is the problem, What is the solution? Can I affect the solution in a positive way?”
“I like solving problems.”
From the episode
An Interview With Arthur Samberg: Masters in Business (Audio)
Arthur Samberg