TOGGLE AI vs Finalle.ai

TOGGLE AI now operates as Reflexivity, an institutional investment analysis platform built by Knabble, Inc. The site at toggle.ai redirects to reflexivity.com, where the company positions the product for asset managers, hedge funds, and other professional investors who need research workflows backed by licensed market data rather than generic chat output.

Reflexivity combines explainable analysis with feeds from providers such as S&P Global, LSEG Datastream, Cboe, Nasdaq, Dow Jones, Benzinga, and EDGAR. The platform is designed to surface auditable insights tied to source data, with controls aimed at reducing unsupported answers when information is missing or uncertain.

The product spans six core modules: Deep Research for autonomous code-driven analysis, a proprietary Knowledge Graph for relationship mapping, Portfolio Insights for holdings alerts, Scenario Analysis for historical stress tests, Document Intelligence for filings and transcripts, and Smart Screening across 40,000+ global securities. Platform access and API integration are sold through sales-led demos rather than self-serve checkout.

Leadership includes former Lombard Odier portfolio managers Jan Szilagyi (CEO) and Giuseppe Sette (President), alongside technologists from Kensho and other fintech teams. Backers shown on the site include SoftBank, General Catalyst, Greycroft, MUFG, and Interactive Brokers.

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