Institutional incumbent with deep market data, messaging, and workflow lock-in, while Cohesion focuses on agentic research monitoring.
AI market intelligence and research search platform with broader enterprise coverage and deep expert call library; more entrenched but less agentic.
Agentic document analysis platform popular with hedge funds and PE; closest analog in the agentic-research-for-finance category.
Finance-focused AI assistant for investment workflows, while Cohesion's wedge is always-on public-company monitoring.
A credible moat does not yet exist. The most likely path is workflow lock-in through analyst note-taking, proprietary research memory, and user feedback loops accumulating inside buy-side teams over time.
Cohesion runs LLM-driven multi-agent orchestration that monitors varied financial content, links each event to tickers, ranks importance, and writes investor-ready explanations, with reasoning chains tuned for equities research rather than generic chat.
AI-native full-stack insurance carrier underwriting startups and tech companies directly.
Full-stack carrier economics combined with AI automation let Corgi price risk faster than brokers and capture margin that legacy insurers structurally leave on the table.
Loyalty program letting renters earn points on rent payments redeemable for travel and more
Bilt turned rent, the largest recurring consumer expense, into a loyalty rail, which generates network effects across landlords, card issuers, and merchants that no points incumbent had ever bridged.