Market Opportunity
Trace scientific ideas back to first principles with an interactive dependency graph targets a $4.8B = 80K research institutions & R&D teams × $60K ACV total addressable market with medium saturation and a year-over-year growth rate of 12% annual growth in research-information and scholarly tools market (market research estimates for academic discovery and research tools).
Key trends driving demand: LLM-enabled literature understanding — large language models make extracting relationships and intent from papers scalable, enabling richer knowledge graphs.; Rising demand for reproducibility — universities and funders are pushing tooling that clarifies provenance and derivations, creating demand for dependency maps.; Interdisciplinary research growth — cross-domain collaborations increase the need for tools that show prerequisite concepts across fields, creating adoption opportunities in institutions..
Key competitors include Connected Papers, Semantic Scholar, ResearchRabbit.