Powered by an agentic layer, the new offering interprets test intent, builds a precise data provisioning plan, and executes it to deliver complete, compliant test data for maximum test coverage at AI speed.
Palo Alto, CA, July 2, 2026 - K2view, a global leader in data management and AI-ready data solutions, today announced K2view Agentic TDM, a new offering that turns test cases directly into the compliant test data needed to validate them. It is powered by the Test Case Data Agent, a new agentic layer on top of K2view's established Test Data Management solution, with the same agentic layer extending to K2view Synthetic Data Management.
AI-assisted development has changed the economics of the software lifecycle. Developers and testers now generate more code, more test cases, and more application variants in a fraction of the time. But every generated change still needs realistic, compliant data before it can be validated. When test data depends on manual requests, predefined or stale datasets, or a specialist translating each test case into a series of data-provisioning actions, test data becomes the new bottleneck.
This gap is now visible in the market. In its January 2026 report, AI in the Software Development Life Cycle - Technologies Overview, Gartner found that ”over 60% of software engineering teams report time savings from AI tooling, but the results are not yet transformative.” Moreover, the report cites a sharp perception gap on delivery: “43% of engineers believe they exceeded expectations on software delivery, 0% of software engineering leaders agreed with that notion.”
The constraint is no longer whether test data exists. It is whether the right data, for the right scenario, can be determined and delivered fast enough to keep up. K2view Agentic TDM closes that gap by instantly translating test requirements into precise, automated data actions, completely eliminating manual provisioning roadblocks to deliver test data and maximize test coverage.
The Test Case Data Agent works in three steps. It interprets the test intent from test cases, identifying the expected behavior and target environment. It then builds a data provisioning plan, mapping the required business entities, relationships, parameters, and data conditions, and chooses the right data approach. Finally, it orchestrates the execution of the appropriate K2view data provisioning tasks to deliver scenario-specific test data to the target environment.
The agent does not rely on a single data provisioning technique. Depending on the scenario, it composes the right blend of production-based masked data, cloned data, rules-based synthetic data, and AI-based synthetic data for every test case. Because K2view manages data at the business-entity level, every method preserves referential integrity and applies privacy controls before data reaches non-production environments.
K2view Agentic TDM extends K2view Test Data Management, and the same agentic layer applies to K2view Synthetic Data Management (SDM). The underlying TDM and SDM engines continue to perform every governed data operation, with full auditability. The agent adds intent interpretation, planning, and orchestration on top.
"AI has made it trivial to generate more code and more test cases, but the enterprise still has to validate every change, and validation depends on data," said Steve Kostyshen, CEO of K2view. "If that test data is still requested, interpreted, and prepared manually, AI has not removed the bottleneck. It has simply moved it downstream to test data."
Kostyshen added, "Agentic TDM lets teams start from the test case and let the data follow, autonomously and in compliance. That is what it takes to make AI-assisted development actually deliver faster releases, not just faster code."
In its InBrief evaluation of the new offering, Bloor Research senior analyst Daniel Howard described the agentic AI layer as the product's "most standout feature," noting that it removes a significant manual step from testing and stands to dramatically accelerate testing as AI increases the pace of software creation.
To see the Test Case Data Agent in action, visit www.k2view.com/request-demo.
K2view delivers a Data Product Platform that guarantees enterprise data is always AI-ready, making it protected, complete, and instantly accessible. The platform packages AI-ready datasets as data products, enabling reuse at scale across a wide range of use cases, including Agentic AI, Synthetic Data Generation, Test Data Management, and Cloud Migration.
Some of the world's largest organizations rely on K2view, including AT&T, Regions Bank, BBVA, Hapag-Lloyd, Vodafone, and Verizon.
Gartner recognized K2view as a Visionary in the Data Integration Tools Magic Quadrant, proof that the company's bold approach to data is delivering value today and shaping what's next. Learn more at www.k2view.com .