cc:Monet vs Reflexivity (formerly TOGGLE AI)

cc:Monet pairs AI bookkeeping with licensed accountants who review and sign off your books for small and medium businesses. You snap receipts or upload bank statements, and the platform extracts data, categorizes transactions, and keeps P&L, balance sheet, and cash flow dashboards current. Corporate tax, GST, payroll, and corporate secretarial work can run through the same account, with workflows tuned for Singapore IRAS and ACRA rules as well as multi-currency documents.

Unlike self-serve accounting software that stops at the ledger, cc:Monet bundles a dedicated accountant, bookkeeper, tax specialist, and customer success manager into the subscription. The AI pipeline handles an estimated 80-90% of document preprocessing, and human reviewers confirm the rest before filings go out. That mix targets owners who want compliant books without building an in-house finance team.

The platform serves F&B operators, clinic groups, manufacturers, and other receipt-heavy SMEs, plus accounting firms that white-label the backend. Bank feeds connect to DBS, OCBC, and UOB, integrations cover Xero and QuickBooks, and iOS and Android apps support capture on the go. A 14-day trial with no credit card is available before monthly or annual accounting plans kick in.

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.