Every major technology shift creates a flood of new tools. But the companies that endure are rarely the ones chasing surface-level applications of new technology. They’re built by founders who understand a domain deeply enough to know where innovation actually transforms the work.
We believe contact centers are one of the highest potential test beds for the human and AI organization where firsthand experience deeply matters. Few environments combine the same degree of operational complexity, real-time decision making, cost sensitivity, regulatory constraints, and direct customer impact. As AI enters these systems, legacy approaches to management, reporting, and coordination begin to break down. Dashboards tend to lag reality, while point solutions fragment understanding, leaving leaders accountable for outcomes they can’t time, decision making, cost sensitivity, regulatory constraints, and direct customer impact. As AI enters these systems, legacy approaches to management, reporting, and coordination begin to break down. Dashboards tend to lag reality, while point solutions fragment understanding, leaving leaders accountable for outcomes they can’t clearly explain or deliberately direct.
At the same time, this complexity creates an unprecedented opportunity. When intelligence is applied thoughtfully, contact centers become a proving ground for reimagining not just workflows, but entire organizational systems; how decisions are made, how work is coordinated across humans and machines, and how strategy translates into execution at scale.
That is the context in which we invested in Scala.
Today we are excited to announce that Madrona and FUSE have co-led Scala’s $7.5M seed round (bringing Scala’s total funding to $8.5M) to support their emergence from stealth and their mission to create the first CX operational intelligence layer purpose-built for this new era.
Insight is Leverage
The most compelling companies don’t start with technology, they start with insight.
Deep industry exposure gives founders an understanding of the unspoken and subtle challenges that shape real work. In the AI era, when generic models and tools can be applied almost anywhere, it is this operational intuition that turns intelligence into leverage. The founders who win are those who know what’s broken today, what’s newly possible tomorrow, and how to connect the two through changed workflows.
Workflows are where that connection becomes real. Intelligence only creates value when it is embedded directly into how work gets done—how information flows, how decisions are made, and how action is coordinated across people and systems. In complex environments like contact centers, reasoning systems don’t replace human judgment; they augment it by helping leaders see patterns, diagnose root causes, and intervene deliberately.
We’ve seen this pattern repeatedly across Madrona’s history. Enduring companies are built by founders who have lived inside the systems they’re reimagining, not those speculating from the outside. Scala’s founders, Ardie Sameti and Raj Singh, fit that mold deeply.
In the Reasoning Revolution, the Wedge Matters
Large visions only become real when they are anchored in precise entry points, and Scala has a clear, powerful entry point into winning the wedge for contact centers.
In periods of technological change, the companies that win aren’t the ones that try to do everything at once. They’re the ones that identify a clear wedge — a place where insight, timing, and execution intersect — and build outward from there.
That wedge is rarely arbitrary; it reflects deep domain knowledge, a clear understanding of which workflows matter most, and the judgment to decide where increasingly abundant intelligence should actually be applied.
Why Scala, and Why Now
All of these ideas converge especially clearly in contact center operations.
Contact centers sit at the intersection of customers, cost, and technology: and they are among the most operationally complex environments inside modern organizations. Leaders are accountable for outcomes across fragmented systems, distributed human teams, and an expanding layer of automation.
As AI accelerates inside these environments, legacy approaches break down. Operators have never had more data at their fingertips, yet are consistently left reacting to symptoms instead of deliberately directing outcomes.
This is precisely the kind of environment where reasoning machines matter most.
Scala’s insight is that what’s missing is not more automation, but an operational intelligence layer designed to help leaders reason about their organization as a living system. One that connects signals across channels, people, and machines, explains what’s happening and why, and ties that understanding directly to action.
A Company Decades in the Making
We’ve known Ardie Sameti and Raj Singh for many years. Across multiple companies and leadership roles, Raj has demonstrated rare judgment at scale; the ability to navigate complexity, build enduring organizations, and lead through periods of transition. His experience building and operating enterprise platforms gives him a long-term view of how technology reshapes work.
Ardie Sameti brings a complementary perspective. As a longtime CX operator, Ardie has lived inside the realities of running large-scale service organizations. He’s seen firsthand how fragmented tools obscure understanding and make decisive action harder than it should be. That operator DNA shows up clearly in how Scala is being built.
Looking Ahead
Stepping back, what excites us about Scala is not just the immediate product opportunity, but the longer arc it represents. The company is early, but we believe it represents something larger than a single product or category.
As reasoning systems become part of how organizations operate, the companies that matter most will be those that help people make sense of complexity and act with intention. They’ll be built by founders who combine deep domain insight with the technical imagination to reshape workflows — starting from a clear wedge and expanding with discipline.
We’re excited to partner with FUSE in supporting Ardie, Raj, and the Scala team for the long journey ahead.