Sage unveils glass box AI push across finance & HR

Sage outlined a series of artificial intelligence product and partnership announcements at Sage Future 2026, centred on what it calls "glass box" AI.

The approach is intended to make AI systems more visible, auditable and explainable in finance, human resources and operational workflows. Sage presented it as an alternative to "black box" systems, with human oversight and traceable decision paths built into day-to-day software use.

Key updates included expanded AI features in Sage Intacct Advisory for accounting firms, the launch of Sage HCM for mid-market businesses, wider use of AI agents across finance and HR processes, and the acquisition of Doyen AI. Sage also announced a broader collaboration with PwC on Sage Intacct implementation and expanded work with AWS on AI and cloud migration for small and medium-sized businesses.

The announcements come as business software providers try to show customers that AI tools can be used in regulated and operationally sensitive settings without sacrificing oversight. For finance teams in particular, auditability and traceability have become central as companies test whether generative and agent-based systems can move from experimentation into routine use.

Finance focus

Sage placed particular emphasis on finance software and implementation services. New Sage Intacct features are designed to bring core finance and industry workflows closer together, reducing fragmentation across systems and giving finance teams a broader view of operations.

Sage Intacct Advisory has also been expanded with AI tools intended to help firms scale advisory work. The aim is to help accounting firms provide more consistent support to growing clients while handling larger volumes of work.

Another part of the finance push is Sage's work with PwC. The companies said they are using an agentic AI delivery model for Sage Intacct implementation, embedding AI directly into deployment work to reduce manual tasks during setup.

That reflects a broader trend in enterprise software, where vendors are looking beyond AI assistants and chat interfaces to apply automation to implementation, migration and back-office process design. These tasks often consume substantial consulting time and can delay software rollouts, making them an obvious target for automation if customers can be convinced the systems are reliable.

Acquisition and HR

Sage acquired Doyen AI to strengthen AI-based migration and implementation work. The move is intended to support customers and partners shifting from legacy systems to newer platforms, an area where cost, data quality and project risk often shape buying decisions.

It also launched Sage HCM, a human capital management product linked to Sage Intacct. The software connects HR, payroll and finance for mid-market businesses, and includes workflow automation as well as an offering for the construction sector.

Bringing HR and finance data together has been a recurring goal for software suppliers serving medium-sized companies, especially where labour costs, project staffing and payroll directly affect financial planning. By tying HCM more closely to Intacct, Sage is seeking to deepen its position with customers that want fewer disconnected systems.

Developer tools

Alongside customer-facing applications, Sage expanded its developer platform with new AI tools and commercial models. The update is intended to give partners unified access and AI agent tools, while also changing the commercial framework for developers building on its products.

That matters because software ecosystems increasingly depend on outside developers, resellers and implementation partners to extend products for industry-specific uses. In the competition among finance and business software vendors, the breadth of a partner network can influence adoption as much as the core application itself.

Sage also deepened its collaboration with AWS to help smaller businesses adopt AI-based financial management tools, move to cloud systems and access software through AWS Marketplace.

Trust debate

The emphasis on "glass box" AI points to a growing debate over whether AI in business software should be judged less by how advanced it appears and more by whether users can inspect and challenge its output. Vendors in accounting, payroll and HR face greater pressure than some consumer AI providers because errors can affect financial statements, employee records and compliance processes.

At the event, Sage described the model as one in which AI shows its work, keeps humans in control of consequential decisions and enables accountability through actions that can be traced from input to outcome.

Discussing its direction, Sage said: "At Sage Future 2026, Sage, the leader in accounting, financial, HR and payroll technology for small and mid-sized businesses (SMBs), showcased how it is leading this shift with a new generation of "glass box" AI designed to be visible, auditable and explainable in real-world workflows."

It added: "This includes Sage's work with PwC to move from "black box" to "glass box" AI in finance, which helps organizations adopt AI with greater transparency and human oversight."