AI built for world-class R&D teams

Research and development organizations that centralize knowledge into a unified intelligence layer compound institutional expertise with every project, patent search, and competitive analysis, while those with fragmented systems repeatedly start from zero. The mathematics of compounding create exponential divergence over time, meaning organizations that build this infrastructure early develop sustainable advantages that become progressively harder for competitors to overcome. AI-powered platforms that synthesize internal project knowledge with comprehensive external patent and scientific data now make the organizational brain concept practically achievable for enterprise R&D teams.

As frontier technologies move from lab → pilot → commercialization, research quality increasingly determines R&D decision quality. To test how modern AI research tools perform in this context, we ran the same advanced research prompt through two widely used platforms: Cypris Q — an R&D-native intelligence system built on patents, scientific literature, and technical ontologies Perplexity Deep Research — a general-purpose AI research tool optimized for market and news synthesis Both outputs were evaluated by Gemini as an independent AI auditor using a 100-point R&D rubric covering source quality, technical depth, IP intelligence, commercial readiness, and actionability.

This Cypris Q report examines the global geothermal energy production landscape, analyzing technology readiness across four segments: mature hydrothermal systems, emerging Enhanced Geothermal Systems (EGS), closed-loop advanced geothermal, and high-risk superhot applications. Technology leadership is bifurcated between incumbents who dominate commercial execution and advanced developers like Eavor, Greenfire, and oilfield service firms driving the drilling and subsurface innovations required to expand geothermal beyond naturally permeable reservoirs. The critical path to industry scaling runs through drilling cost reduction and high-temperature well integrity, with large offtake commitments like Fervo's 320 MW PPA signaling that next-generation geothermal is crossing from demonstration to bankable infrastructure.