The Problem
Companies and founders keep building in the dark — wasting capital, time, and talent on ideas that never reach Product-Market Fit.
90%
The primary cause: no proven market demand before committing resources to development.
80%
Enterprises invest heavily on product ideas that are never validated against real consumer feedback.
6 mo
Legacy consulting firms charge €100K+ for static reports — with zero real-time competitor sentiment analysis.
The Solution
Cuber fuses market intelligence, financial simulation, rapid prototyping, and community validation into one seamless pipeline — something no incumbent offers today.
Intelligent scraping of Facebook pages, review sites, and competitor platforms. Extract sentiment, trending themes, and consumer pain points in real time.
Run 10+ hypotheses on revenue, costs, and pricing simultaneously via hybrid Deep Learning and Graph Neural Network financial models.
Generate AI-powered no-code prototypes: from landing pages to explainer videos to functional web apps ready for user testing.
Deploy prototypes to your network and an integrated expert marketplace. Collect structured feedback and iterate within the same platform.
Competitive Moat
Causal does simulations. Hootsuite does social listening. Figma does prototyping. Cuber is the only platform that fuses them into a single, AI-native workflow.
| Capability | Causal / Simulate | Rival IQ / Hootsuite | Figma / Banani | Cuber |
|---|---|---|---|---|
| AI Business Simulation | ✓ | — | — | |
| Real-time Competitor Sentiment | — | ✓ | — | |
| Full-Stack Prototyping | — | — | ✓ | |
| Deep Market Studies (B2B) | Basic | Partial | — | |
| Closed-Loop Validation | — | — | — |
Technical edge: Hybrid DL/GNN closed-loop engine → 85% viability prediction accuracy. First-to-market in 2026.
The Platform
Every module feeds intelligence forward — from initial market scraping to a polished pitch deck. Zero data silos.
Scrape and analyze competitor reviews and customer feedback. Identify real-time market gaps.
JTBD mapping, ODI scoring, and Value Proposition design through AI-guided workflows.
Castle & Moat competitive strategy. AI-generated attack and defense playbooks.
Evaluate founder profiles against strategy. Get data-driven team composition recommendations.
Comprehensive legal, market, and competitive studies filtered through your exact strategy.
Auto-generate investor-ready visual decks and scripts contextualized from all gathered data.
Simulate rigorous investor Q&A sessions. Iterate and refine answers before the real pitch.
Strategic guidance for equity crowdfunding, pre-sales, and native financing campaigns.
Proven Impact
Early pilot results with FinTech startups and enterprise R&D teams demonstrate transformative acceleration.
80%
Risk Reduction
Failure rate mitigation via systematic validation
5×
R&D Acceleration
Speed to validated concept vs. traditional methods
-30%
Churn Predicted
Early detection through competitor sentiment analysis
€50K
Avg. Savings
Compared to manual consulting & market studies
From solo founders to Fortune 500 R&D teams and accelerator cohorts.
Validate your idea, build a defensible business model, and generate an investor-ready pitch deck — all before writing a single line of code.
Accelerate R&D, run deep market studies at a fraction of the cost, resolve churn, and launch new products with AI-driven confidence.
Equip your cohorts with systematic validation frameworks. Scale your mentoring capacity and measure startup progress with hard data.
Unit Economics
85% gross margins. Zero marginal cost per additional user. CAC < €50 via organic prototype virality.
For solo founders validating their first concept.
For serious founders preparing their fundraise.
For incubators, accelerators, and corporate innovation labs.
Expert & Investor Marketplace transactions are subject to a 15% commission fee upon successful completion.
We're raising a €2M seed round. 70% product development, 20% go-to-market, 10% team. Projected 10× ROI in 3 years.