Marqeta vs Adept AI

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

Marqeta

LeaderEmbedded Finance

Card Issuing Platform

Modern card issuing platform for building customized payment cards. Oakland CA, publicly traded (MQ), processes $170B+ in payment volume annually for Block, DoorDash, and Affirm.

About

Marqeta is a modern card issuing platform that enables companies to create, issue, and manage customized payment card programs. Founded in 2010 and headquartered in Oakland, California, Marqeta went public on NASDAQ in 2021 under the ticker MQ. The company processes more than $170 billion in total payment volume annually and counts major technology and fintech companies including Block (formerly Square), DoorDash, Affirm, and Goldman Sachs among its customers.\n\nMarqeta's open API platform gives customers fine-grained control over card authorization logic — a capability it pioneered called Just-in-Time (JIT) funding. Rather than pre-loading a fixed balance onto a card, JIT funding allows the card issuer to make a real-time decision about whether to approve each transaction and how much to fund at the moment of authorization. This capability enables use cases like expense management cards that only work at approved merchants, installment payment cards that draw from loan credit in real time, and delivery driver cards that fund only when a courier has a specific delivery in progress.\n\nMarqeta serves a diverse range of card issuing use cases including buy now pay later card programs, corporate expense cards, disbursement cards, and digital wallets. The company's global issuing capabilities cover multiple currencies and payment networks across North America, Europe, and Asia-Pacific. Post-IPO, Marqeta has continued expanding its platform with token management, fraud controls, and card lifecycle management tools that enterprise issuers need for large-scale card programs.

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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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