IQVIA operates at a scale that makes sales compensation genuinely complicated. As a global leader in healthcare data and life sciences, the company set out to modernize Sales Performance Management across its US, EMEA, and RDS business units, and it engaged a vendor to implement Varicent under a rapid deployment model. The plan was to go live in April 2022. That date came and went with the project nowhere close to ready.
Six to eight months into the engagement, the implementation had not completed a single sprint of configuration. User stories were failing testing, the deliverables coming back did not match IQVIA's actual requirements, and the build quality was poor enough that confidence in the whole effort had started to erode. The rapid deployment model sat at the center of the problem, because its pre-configured, logic-gating approach tried to force IQVIA's complex compensation requirements into an out-of-the-box framework that was never going to fit them.
Six to eight months in, the project had not finished a single sprint of configuration.
The difficulties compounded one another. Turnover on the vendor's project team meant knowledge kept walking out the door, leaving each new group with an incomplete picture of what IQVIA needed. Without a dedicated solution architect guiding the work, requirements went poorly documented and weakly understood, and there was no real plan for testing or user acceptance to catch problems before they spread. IQVIA had high expectations for the return this platform would deliver, and the project as it stood was not going to meet them.
Rather than continuing down a path that had already stalled, IQVIA brought in Canidium to take control of the implementation and set it right.
Canidium's first move was to supply what the original engagement had been missing. An experienced solution architect joined the effort to fill the skill gap that had undermined the work from the start, and Canidium added the project management and testing resources the implementation needed to regain momentum. With the right people in place, the methodology changed next.
Out went the rigid rapid deployment model, replaced by an agile, hybrid approach built around IQVIA's real requirements rather than a prepackaged template. Canidium restarted discovery from the beginning, scheduling every session in advance and walking IQVIA through a full Business Requirements Document so the team could review and validate the end-to-end scope before any building resumed. The point was to understand the business completely before configuring against it, which is exactly the step the previous effort had skipped.
Discovery started over from scratch, with every requirement reviewed and validated before configuration resumed.
Testing became a discipline rather than an afterthought. Canidium developed more than 800 test cases to give IQVIA a rigorous user acceptance process, and daily stand-ups kept the work iterative and the client involved at every turn. Where the previous engagement had relied on generic artifacts and manual workarounds, Canidium built a customized solution that still drew on proven best practices from out-of-the-box approaches during business process automation. Throughout the project, Canidium kept Varicent's executives visible and engaged, turning what had been a strained vendor relationship into a genuine three-way partnership between IQVIA, Varicent, and Canidium.
More than 800 test cases turned user acceptance from a missing step into the backbone of the rebuild.
The reset delivered the go-live that had eluded the project for months, hitting the revised Q4 2022 target after the earlier April date had slipped away entirely. More important than the calendar was the financial return. Centralized plan administration saved IQVIA $500,000 a year, and eliminating invalid plan assignments prevented another $560,000 in erroneous payouts in 2023 alone, pushing total savings past $1 million through a combination of plan optimization and error prevention.
That demonstrated value changed the conversation inside IQVIA. The EMEA group, which had initially resisted joining, came on board once the cost savings became impossible to ignore, and the company secured internal funding to extend the platform internationally. IQVIA also validated the need to build and fund an internal team to manage and grow the tool, a sign that the implementation had become something the business wanted to own and expand rather than merely tolerate. The stability and continuity Canidium brought to the work set IQVIA up for long-term success well beyond the original pilot.
IQVIA is a global leader in healthcare data and life sciences. The company set out to implement Varicent for Sales Performance Management across its US, EMEA, and RDS business units, but the original engagement with another vendor stalled badly under a rapid deployment model. After six to eight months without a single completed sprint, IQVIA brought in Canidium to reset the implementation, rebuild it around their actual requirements, and restore confidence in the platform.
Rapid deployment models work by fitting a client into a pre-configured framework, which can be efficient when requirements are simple and standard. IQVIA's compensation environment was neither. Forcing complex, business-specific requirements into a logic-gating template left gaps that no amount of customization could close cleanly, and the lack of architecture and testing meant those gaps went unaddressed. The agile, hybrid approach reversed the logic by starting from IQVIA's actual requirements and building to them, with continuous client feedback ensuring the solution matched the business as it evolved.
Much of the original engagement's trouble traced back to turnover, as each departure took institutional knowledge with it and left the next team working from an incomplete understanding. Canidium's consistent presence reversed that pattern. Stable, continuous resources meant the understanding of IQVIA's requirements deepened over time rather than resetting with every staff change, and that continuity was a major factor in rebuilding the client's trust and sustaining momentum through to a successful go-live.
Canidium specializes in resetting and rebuilding stalled SPM implementations, bringing the architectural leadership, testing rigor, and true partnership that turn months of frustration into measurable results. Talk with an expert about what a reset could look like for your organization.