Found vs Adept AI

Side-by-side comparison of AI visibility scores, market position, and capabilities

Found

EmergingFinancial Technology

Self-Employed Banking

Found is a banking and tax platform built for self-employed workers, combining a business account with automated tax tracking, estimated payments, and bookkeeping.

About

Found is a fintech company founded in 2019 that provides an all-in-one banking and tax solution specifically designed for the self-employed, including freelancers, contractors, gig workers, and solo business owners. The platform combines a business checking account and debit card with automated bookkeeping, real-time tax liability tracking, and automatic quarterly estimated tax payments, addressing the administrative burden that disproportionately affects independent workers who manage their own finances without a finance department. Found raised $60M in Series B funding and serves hundreds of thousands of self-employed customers across industries including creative services, consulting, construction, and gig platforms. The company differentiates from general business banking by deeply integrating tax management, helping users understand their tax exposure in real time and set aside appropriate funds automatically. As the independent workforce continues to grow as a share of the economy, Found addresses an underserved segment that traditional banks have historically ignored in favor of W-2 employed consumers.

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Adept AI

EmergingAI Infra

AI Agents

Adept AI raised $415M to pioneer computer-use AI agents; its core research and agent team moved to Amazon in 2024 in a landmark talent acquisition while the company continues developing ACT-1 for enterprise automation.

About

Adept AI was founded in 2022 by a team of former OpenAI, DeepMind, and Google Brain researchers to build AI that can take actions on computers — navigating software interfaces, filling forms, and executing multi-step workflows in any application. Its ACT-1 model demonstrated the ability to control web browsers and desktop applications through natural language instructions, pioneering the computer-use agent paradigm that Anthropic later commercialized with Claude's computer use feature.

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