TOGGLE AI vs Flyfin

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.

Flyfin helps U.S. freelancers, contractors, and small business owners hunt tax deductions with AI while a CPA files the return. You connect expense accounts, Flyfin scans transactions against 200-plus deduction categories, and human CPAs review and e-file federal and state taxes when you pick a paid plan. The homepage cites 250,000-plus users, a 4.8 out of 5 rating, and average tax savings around $3,700.

Compared with DIY tax software, Flyfin pairs automated deduction tracking with unlimited CPA chat and optional Zoom calls on higher tiers. The Standard plan covers sole proprietors and single-member LLCs, while Premium adds S-Corp, K-1, and partnership filings plus a designated CPA. Flyfin also sells a separate workflow for CPA firms that want to automate client filings, so it is not just a consumer app with a chatbot bolted on.

Flyfin fits 1099 workers, W-2 employees with side income, and owners juggling quarterly estimates who hate spreadsheet math. Features include swipe-to-accept deductions, a quarterly tax calculator, audit insurance on filing plans, and member perks from partner brands. The company operates in the personal finance and tax prep space with headquarters in San Jose, California, and $8 million in venture funding since its 2020 founding.