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Easily navigate real-world business problems across industry sectors. Explore problems that matter.
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Innovation doesn’t start with a brainstorm; it starts with a problem worth solving. We offer in-depth real-world issue analysis reports in the form of ProbSheets©.
A structured deep-dive into real, unresolved innovation problems; built for leaders who turn insights into action.
Capture the essence of a real-world challenge in a specific industry and sector.
Use it for: Internal briefings and strategic alignment.
A breakdown of why this problem persists. We expose the underlying technical, behavioral, or systemic dynamics at play.
Use it to: Avoid shallow solutions and tackle what truly matters.
A map of the real tension: where market logic, human behavior, or regulation conflict.
Use it to: Build smarter solution strategies.
Estimated cost of inaction — or the value of solving it. Could be in efficiency, spend, or human outcomes.
Use it to: Justify internal resource allocation or team focus.
High-potential innovation zones and “How Might We” prompts. Grounded in real change, not hype.
Use it to: Frame R&D direction or pilot ideas.
When relevant, you’ll get data like market sizing (TAM/SAM/SOM), competition, trends, and regulatory status.
Use it to: Quickly assess feasibility and timing.
Early suggestions for viable monetization paths and customer dynamics.
Use it to: Imagine traction before prototyping.
Innovation leads, corporate accelerators, product teams, and strategy roles who think in problems first, not just trends.
Every ProbSheet© includes not just a deep dive into the problem — but also a structured exploration of how it might be solved. We unpack each solution angle with clear, actionable depth.
We describe a standout concept that directly addresses the root problem — showing what it does and how it fits the context.
From SaaS to revenue-sharing or partnerships — we map realistic routes to market with business models that make sense.
We highlight what makes the solution possible today, where it needs development, and how scalable it could become.
What gives the idea a durable edge? We examine potential moats, network effects, and first-mover advantages.
Know what it would take: we list the core team skills needed to bring the idea to life — from product to partnerships.
Innovation isn’t about being perfect — it's about asking better questions. Each solution ends with key unknowns to validate.
Solving the right problem has never been easier.
Get unlimited access to all 996 issues across 14 industries
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Keep doing what you love: building ventures with confidence
In the exhilarating world of decentralized finance, the promise of financial freedom meets the harsh reality of market volatility.
Liquidity providers are caught in a bind: chase high returns at the cost of exposure to unpredictable market swings, or play it safe and miss out on potential profits.
This dynamic not only leads to user frustration but also threatens the foundational stability needed for DeFi platforms to flourish.
As volatility spikes, how can platforms ensure liquidity without sacrificing the decentralized ethos of control and fairness?
DLAP integrates a data analytics engine with AI algorithms that monitor market conditions and predict volatility.
It dynamically adjusts liquidity pool parameters by reallocating assets and modifying fee structures in response to predicted market shifts.
This protocol works by utilizing oracles for real-time market data which feeds into an AI model trained on historical market conditions to predict the potential risk of impermanent loss and slippage.
The protocol then automatically adjusts liquidity allocations and pricing strategies without human intervention, ensuring liquidity remains optimal and user risks are minimized even during abrupt market changes.