At Acquia Engage Denver, GAIN shared a vision for end-to-end optimisation within the CMS
- 6 minutes ago
- 3 min read
At Acquia Engage Denver, GAIN’s Drake Som took the stage to share a view on where the industry is heading: AI is beginning to blur the traditional divide between software and services, creating new opportunities for specialist firms to productize hard-earned methodology into scalable systems that deliver outcomes, not just tools. That perspective is central to GAIN's approach to product development, with the belief that the greatest impact comes from human ingenuity and creativity powered by robust data and embedded technology.
That vision resonated particularly strongly in the context of digital experience. As Drake outlined, CMS and digital teams have become increasingly effective at shipping pages, publishing content and managing complex digital ecosystems, but the gap after publishing remains significant. Once a page is live, teams still face difficult questions around friction, prioritisation and what to test next. That is the space Lupine is designed to address.
Lupine is GAIN’s AI-powered CRO product, built on GAIN Conversion’s specialist expertise, frameworks and first-party learning to help teams understand what to optimise, why it matters, and how to operationalize it. Rather than simply generating generic ideas, Lupine is designed around rigorous reasoning, structured prioritisation and execution readiness. It analyses a page, identifies friction points, surfaces root causes and hypotheses, and produces implementation-ready experiment recommendations within a workflow that keeps teams in control.
During the session, Drake walked through how Lupine works in practice, from page analysis and friction detection through to prioritised recommendations and visualised variants. The demo highlighted an important point: ideas alone are cheap, but valuable optimization guidance needs to be defensible, reasoned and actionable. That is the layer Lupine is built to provide.
The part that generated particularly strong interest among the Acquia team was the POC integration with Acquia Source. The demo showed how Lupine’s analysis and recommendations could surface directly inside the Acquia environment, allowing the people already managing and building pages to see optimisation opportunities, understand likely friction points and begin acting on them without leaving their core workflow.
That future flow is compelling because it points toward a more end to end model of optimization within the CMS itself. Instead of treating optimization as a separate, manual process that happens after publishing, Acquia customers could eventually move from page creation to insight to recommendation to execution in an interconnected system. In practical terms, that means a team could identify a promising idea inside Acquia Source, review the reasoning behind it, visualize the proposed change, and then move toward implementation with far less friction than ever before.
For Acquia customers, the upside is clear: faster identification of UX and conversion issues, less guesswork around what to test, and a more operational way to turn insight into action. For marketers, content teams, growth teams, and digital owners, it brings CRO closer to where digital experiences are already being built and managed. And for mature experimentation teams, it offers a path to scale ideation and backlog creation without sacrificing methodological rigour.
More broadly, the showcase offered a glimpse of what the future of CMS could look like with GAIN’s help: not just a system for publishing and managing digital experiences, but one that actively helps improve them. If publishing has become more efficient over the last decade, the next frontier is to make optimisation more embedded, more visual, and more actionable. That is the direction GAIN and Acquia are beginning to explore together.
