Finpilot vs 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.

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.