TL;DR
DX and Uplevel both measure engineering performance, but they’re built around different approaches to improvement.
DX’s Core 4 framework gives engineering leaders benchmarked outcome data through a self-serve platform. Uplevel measures many of the same outcomes, then looks further upstream at the team behaviors and operating patterns producing them.
That means combining system data with developer feedback and structured interviews, then putting practitioners into the work with leaders and teams.
DX is a strong fit for organizations that want continuous, self-serve benchmarking, especially mature teams who are already getting significant ROI from their AI investments.
Uplevel is designed for organizations that need to understand what’s driving performance and make a change around it. That could be an AI investment that isn’t showing up in delivery performance, a reorg that has created new friction, or a recurring delivery problem that has survived several rounds of reporting without getting much better.
Uplevel vs. DX at a glance
| DX | ||
|---|---|---|
| Core approach | Benchmarks engineering outcomes through Core 4 and DXI | Measures outcomes, finds the behaviors and workflow patterns behind them, and helps teams change them |
| Outcome metrics | Speed, effectiveness, quality, impact | Lead time, PR cycle time, new value vs. rework and maintenance, developer-reported friction and productivity |
| Qualitative data | Self-report survey | Surveys + structured interviews with engineers and leaders |
| AI measurement | Tracks AI adoption, utilization, and cost | Connects AI usage to delivery outcomes, finds where value is getting lost, and helps teams improve the underlying workflow |
| What happens after the finding | Your team acts on the data | Uplevel practitioners work directly with leaders and teams on what to change |
| Ownership | Atlassian subsidiary | Independent |
| Best fit | Continuous self-serve benchmarking | Understanding what’s driving the numbers and doing something about it |
What DX does well
DX built the Developer Experience Index (DXI), one of the industry's first survey platforms specifically designed to surface developer experience sentiment. The platform combines survey tooling with its Core 4 measurement framework, which combines speed, effectiveness, quality, and impact to give leaders a benchmarked view of engineering performance and a large peer dataset for comparison.
Its AI Measurement Framework tracks adoption, utilization, and cost. Reviewers regularly cite ease of use as a strength.
For organizations that want a self-serve measurement layer with strong benchmarking, there’s a lot to like.
Uplevel surfaces the signal and the source
Uplevel's software measures the same engineering outcomes as DX: lead time, PR cycle time, developer-reported friction and productivity, time spent on new work versus rework, and AI usage and impact.
Then we add more qualitative depth through surveys and structured interviews with engineers and leaders. That helps us understand the context behind the numbers: where ownership is unclear, which processes people work around, or why work keeps bottlenecking in the same place.
We use that fuller picture to guide our work with leaders and teams, helping them build the capability to keep improving.
What comes after visibility
|
Atlassian acquired DX in 2025 and brought it into a much larger software ecosystem. Atlassian's core thesis is that engineering performance is an instrumentation problem. Connect more engineering platforms, bring more surveys and system data together in dashboards, and the problems will be easy to solve. |
We've seen firsthand that there’s a limit to how far dashboards can carry the work. Software can and should surface organizational data, but changing how organizations operate beneath the metrics is hard. It takes human intelligence too: context, judgment, and experts to help teams learn how to solve their own problems. |
How Uplevel works differently
Our system combines tooling and behavioral metrics, deeper qualitative analysis, and experts who help teams build the organizational muscle to keep getting better.
We measure what’s behind the metric
Uplevel dives deeper into the operating behaviors that may explain delivery metrics and developer sentiment. That lets us test whether reported friction is actually showing up in delivery — and which behaviors are worth changing.
Interviews expose the weird stuff
We use developer interviews to understand how bottlenecks got baked into the way the organization works. That gives us a much better read on what can actually change without creating a new problem somewhere else.
Practitioners build your team's capability
Uplevel practitioners help teams work through the problem in front of them while building the skills to do the same work themselves next time. Your org gets better at finding constraints and improving without outside help.
“With DX, I get a triage of three things my developers care about every couple months, and no guidance on how to actually improve those scores. I need more than a dashboard. I need to learn how to find the insight in the first place and know what to do next.”
Director of Engineering
Frequently asked questions
What is working with Uplevel like, and how long until we see value?
Uplevel is designed to show value very quickly and avoid some of the blockers that make traditional SaaS implementations take forever.
StackUp gives you a first read in 45 minutes. From there, GearUp is a 45-day Proof of Impact, about 3 hours of your team's time, that pairs sanitized data exports with DevEx Discovery™ interviews, surveys, and expert interpretation to diagnose root causes and build a prioritized roadmap — no six-month infosec review required.
Full platform access comes with Uplevel Enterprise, along with practitioner support that's designed to taper as your team builds the capability to identify problems and act on them on its own.
How is Uplevel’s approach different from DXI?
DXI reports a lagging, self-reported experience score alongside standard engineering outcome metrics like DORA and AI usage/cost.
Uplevel offers the same core outcome metrics and surveys but also looks at the behaviors and workflow patterns that drive outcomes. We pair the qualitative and quantitative data with a practitioner who works directly with the organization on what to change.
Can I run Uplevel and DX together?
If you're already running DX, GearUp is the easiest way to see the two side by side — a 45-day Proof of Impact, using your own data, that shows exactly what Uplevel does and how we're fundamentally different. You'll get a deep analysis of your 2-3 most important opportunities for improvement along with a prioritized roadmap for change.
What should I ask a vendor about survey anonymity?
Ask how the anonymity threshold works and whether an account administrator can change it. DX documentation describes a minimum-response threshold before aggregated survey results appear, and account admins can adjust that threshold. Uplevel surveys don't collect respondent PII, so individual survey responses aren't tied back to a person. Interviews work differently because the practitioner knows who they're speaking with, but the resulting findings are de-identified before they're shared.