Finpilot vs Reflexivity (formerly TOGGLE AI)

Finpilot is an AI knowledge management platform for institutional allocators, limited partners, wealth managers, and RIAs. It connects manager documents, meeting notes, CRM records, and internal memos so investment teams can query their full knowledge base, generate reports, and process documents without digging through folders.

The platform includes chat-based analysis across all organizational data, AI agents that draft investment memos and due diligence reports using your templates, Matrix tables that compare funds across strategy, fees, and performance, automated document extraction, a research hub that organizes manager communications, and alerts that flag capital calls or strategy changes as documents arrive.

Finpilot integrates with allocator systems including Backstop, Dynamo, Bipsync, Tamale, Canoe, Salesforce, FactSet, Microsoft SharePoint, and Teams. It is SOC 2 Type II compliant with enterprise encryption, SSO, role-based access, and citations on every output linking to exact source locations.

Endowments, foundations, OCIOs, family offices, pension funds, funds of funds, and wealth management firms use Finpilot to scale manager research, portfolio monitoring, due diligence, and client reporting. Access is through demo requests on the website.

Reflexivity bundles licensed market data, filings, and research agents into one workspace for asset managers, hedge funds, and other institutional teams. Knabble, Inc. operates the product; visiting toggle.ai redirects to reflexivity.com, where sales demos gate access rather than self-serve signup.

Unlike consumer finance chatbots, Reflexivity pulls feeds from S&P Global, LSEG Datastream, Cboe, Nasdaq, Dow Jones, Benzinga, EDGAR, and other licensed providers with no separate data contracts. Its Deep Research agents write and execute Python against those feeds, and the platform is engineered to flag uncertainty rather than guess when source data is missing.

Six modules cover the core workflow: Deep Research for autonomous code-driven analysis, a Knowledge Graph for relationship mapping, Portfolio Insights with real-time alerts, Scenario Analysis with 50+ years of history, Document Intelligence for filings and transcripts, and Smart Screening across 40,000+ global securities. Platform access and API integration both route through contact sales, not listed plan prices.

The leadership team includes former Lombard Odier portfolio managers Jan Szilagyi (CEO) and Giuseppe Sette (President), plus technologists from Kensho and other fintech firms. Backers listed on the site include SoftBank, General Catalyst, Greycroft, MUFG, and Interactive Brokers.