A venture enabling seamless model deployment across GPUs, NPUs, and custom accelerators could undercut incumbent valuations and open new markets.

Build an alternative modular AI stack (like Mojo) to break CUDA software lock-in and capture developer mindshare.

Develop chips that dramatically improve power efficiency to enable the same AI workloads at lower cost and undercut Nvidia’s performance advantage.

When measuring paying customers, include API-based users as part of the monetized base rather than only direct subscribers to capture true revenue con...Show more

To reach and sustain hundreds of millions of users, AI platforms must offer a free model subsidized by an underlying revenue stream such as advertisin...Show more

Massive Capex and Opex increases by hyperscalers reflect unslakable demand for AI infrastructure, highlighting opportunities in GPU and cloud services...Show more

Despite a high PE ratio near 400–600, Palantir’s enterprise software model could justify its valuation if it sustains robust growth, similar to CrowdS...Show more

NeurIPS has evolved into a prime recruiting event where sponsoring companies can directly connect with top AI researchers.

Combine on-chain Vault data with Polygon market metrics to compute token correlation (TC index) and community sentiment (C index) for predictive inves...Show more

Offer managed remote Python MCP servers with curated tool sets and prompt/resource management for enterprise AI experiments.

Leverage ChatGPT plugins and real-time data feeds to build an in-stream algorithmic trading experience that could rival platforms like Robinhood.

Implementing a repeatable, voice-driven filtering interface atop MCP connectors can streamline data queries and outputs for non-technical users.

Developers can monetize ChatGPT-integrated apps via a shared transaction fee model akin to an app store, leveraging hundreds of millions of daily user...Show more

Build a pipeline that captures product page screenshots and runs automated market analysis on the displayed products to glean competitive insights.

Offer an AI-powered platform that generates versioned code snippets for querying financial data and formulating specific options trading strategies wi...Show more

Build a microservices platform that dynamically spins up services to resolve pointer-based context references for LLMs, enabling scalable on-demand co...Show more

Nvidia’s 100 million-splat world-scale digital twin demo suggests opportunities to build applications around city-scale simulations and urban analytic...Show more

Offer domain-specific LLMs fine-tuned on public-domain corpora (e.g., 475 Russian classics) for specialized content analysis and conversational agents...Show more

Pack small fine-tuned models into mobile or robot applications for local inference tasks like bar-talk or firefighting support, avoiding cloud-based i...Show more

Develop tooling to assemble, vectorize, and align multimodal datasets (images, 3D models, floor plans) to streamline fine-tuning of domain-specific AI...Show more