Six principles, one standard

Building a Cross-Functional Design Quality Framework

Building a Cross-Functional Design Quality Framework

TL;DR

Design quality was inconsistent and evaluated subjectively, leaving the design org with little leverage when pushing back on suboptimal work. Over roughly a year, the Product Design leadership team developed six design principles, translated them into a multi-stakeholder scorecard, and trained designers, PMs, engineers, and user proxies to evaluate work together before shipping. The result was a shared quality language that crossed discipline lines organically, a measurable trend toward higher scores across 12 evaluations, and a direct connection between design criteria and post-ship instrumentation.

TL;DR

Design quality was inconsistent and evaluated subjectively, leaving the design org with little leverage when pushing back on suboptimal work. Over roughly a year, the Product Design leadership team developed six design principles, translated them into a multi-stakeholder scorecard, and trained designers, PMs, engineers, and user proxies to evaluate work together before shipping. The result was a shared quality language that crossed discipline lines organically, a measurable trend toward higher scores across 12 evaluations, and a direct connection between design criteria and post-ship instrumentation.

TL;DR

Design quality was inconsistent and evaluated subjectively, leaving the design org with little leverage when pushing back on suboptimal work. Over roughly a year, the Product Design leadership team developed six design principles, translated them into a multi-stakeholder scorecard, and trained designers, PMs, engineers, and user proxies to evaluate work together before shipping. The result was a shared quality language that crossed discipline lines organically, a measurable trend toward higher scores across 12 evaluations, and a direct connection between design criteria and post-ship instrumentation.

No Standard, No Leverage

Context

Design reviews had no shared standard. Feedback was personality-driven, quality was evaluated inconsistently, and the design org had little credibility when pushing back on work that wasn't ready. Usability and user satisfaction scores reflected the problem. Without an agreed-upon definition of "good," there was no common ground to advocate from, and no mechanism to hold quality accountable across design, product, and engineering.

Company

Database and analytics software

My role

Design ops director, facilitator and program manager

Team

Product Design, Content Design, and Design Operations

Timeline

Q4 2024 (initiated) through Q4 2025 (12 evaluations completed)

Anchored in Theory, Tuned to the Business

Approach

I helped facilitate workshops with the full Product Design leadership team, spanning Product Design, Content Design, and Design Operations, to define what quality meant within the context of the business. We anchored the principles in established design thinking but adapted them to business realities: adoption and consumption are core to the company's model, so those lenses were embedded into the principles themselves.

We landed on six principles:

Each principle was stress-tested with design leads, then with partners in product management and engineering. From the principles, we developed specific criteria and a scoring rubric. After implementation but before shipping, cross-functional teams would independently evaluate the work, align on scores in a group session, and share results with design, product, and engineering leadership.

Alignment Over Opinions

Challenges

The biggest barrier was evaluation alignment.

Even within the design team, it took multiple training sessions and evaluations before the process felt natural. New evaluators from other disciplines frequently came in as outliers, which is how we discovered the group alignment session was not optional. We codified a calibration step before finalizing scores, which smoothed outliers without eliminating the value of diverse perspectives.

There was also predictable resistance to adding process overhead. Our counterargument was grounded in data: usability and satisfaction scores indicated we needed to improve what we were shipping, and the best product companies measure quality systematically.

Twelve Evaluations, One Shared Language

The results

  • Conducted 12 scorecard evaluations across Q2-Q4 2025, spanning multiple product areas and features

  • Evaluation cycle time improved from approximately 3.5 weeks during pilots to approximately 2 weeks at steady state, while expanding to 6-12 evaluators across 1-3 features per cycle

  • Scores trended from predominantly 2s ("meets some expectations") early in the program to predominantly 3s and high-4s ("meets most" to "meets all expectations") in later evaluations

  • Shifted team culture from "ship and forget" to "ship and iterate," with low-scoring criteria directly informing triage for upcoming hotfixes and major releases

  • "Be Informed" criteria created a direct line to post-ship instrumentation: features that scored well had OKRs, Pendo tracking, and feedback mechanisms in place, giving the Insights team what it needed to build proper measurement instruments

  • Principle language became embedded in day-to-day team conversations beyond formal reviews. Engineers began referencing principles organically in sprint discussions, prompting design and PM alignment without a formal prompt

Rollout Is a Discipline

What I learned

I would have brought Product Operations in earlier. They own cross-functional rollout and training, and we essentially built that function ourselves through the pilot phase. Their involvement from the start would have reduced evaluator ramp-up friction and gotten us to a steady state faster.

Good design doesn't happen by accident.

Neither does a great design org.

If you're building something where design needs to grow alongside the product and the organization, I'd genuinely like to hear about it. No formal process required.

Available For Work

Product Design Leadership · Experience Strategy · DesignOps

Based in Minneapolis, USA · Open to Hybrid & Remote

Good design doesn't happen by accident.

Neither does a great design org.

If you're building something where design needs to grow alongside the product and the organization, I'd genuinely like to hear about it. No formal process required.

Available For Work

Product Design Leadership · Experience Strategy · DesignOps

Based in Minneapolis, USA · Open to Hybrid & Remote

Good design doesn't happen by accident.

Neither does a great design org.

If you're building something where design needs to grow alongside the product and the organization, I'd genuinely like to hear about it. No formal process required.

Available For Work

Product Design Leadership · Experience Strategy · DesignOps

Based in Minneapolis, USA · Open to Hybrid & Remote