Mastercard launches AI platform to boost payment approval rates

Mastercard has launched a new data-driven service designed to tackle one of the most persistent pain points in digital commerce: low payment approval rates.

Mastercard boost payment approval rates

The Payment Optimisation Platform (POP) uses Mastercard’s global network data and machine learning models to intelligently improve authorisation outcomes, helping merchants and acquirers increase conversion rates.

Already Piloted

The service, which has already been piloted with Adyen, Neopay, Tap Payments and Worldpay, reportedly delivered a 9% to 15% uplift in successful transaction approvals.

Mastercard said the platform evaluates more than a trillion possible data combinations in near real time, using this intelligence to enrich authorisation messages and fine-tune decisions.

Sumeet Bhatt, Senior Vice-President of Payment Optimisation at Mastercard, described POP as a “game-changer”, highlighting that it gives partners in the acceptance ecosystem access to “tools and intelligence to deliver the best payment experience and drive higher conversions.”

A Costly Challenge

For many merchants, particularly in e-commerce, failed transactions remain a costly challenge.

Approvals often depend on fragmented data shared between issuers, acquirers and payment gateways, leaving merchants limited in how they can influence outcomes.

Mastercard’s network position enables it to analyse transaction patterns across billions of data points — something few other players can replicate — and apply this insight to identify optimisation opportunities.

The Payment Optimisation Platform operates as a network-level solution, meaning it enhances authorisation data before it reaches the issuer.

Its models are continually trained on the latest transaction attributes, authorisation trends and fraud indicators, allowing the system to adapt dynamically as consumer behaviour and network conditions evolve.

By applying these insights, Mastercard aims to reduce friction at checkout, improve customer experience and help merchants recapture lost revenue from failed or declined payments.

The company says the platform will be rolled out more widely later this year, with additional partners joining the network.

As e-commerce volumes grow and digital payments become more complex, solutions like POP highlight how payment networks are using artificial intelligence and deep data analytics to refine one of the industry’s most critical metrics: the approval rate.

For merchants, even a small percentage improvement could translate into significant gains in revenue and customer retention.