--- title: DX Reviews meta\_title: 'DX Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 342 reviews by the users' company size, role or industry to find out how DX works for a business like yours. aggregate\_rating: rating\_value: 4.6 review\_count: 342 scale: '5' date\_modified: '2026-08-09' parent\_category: name: Development url: https://www.g2.com/categories/development --- # DX Reviews & Product Details Visit Website DX is the developer intelligence platform designed by leading researchers to help engineering organizations measure productivity and navigate the shift to AI-augmented engineering. The platform provides research-backed measurement by unifying quantitative data from SDLC tools with qualitative, developer-reported friction to offer a complete view of engineering performance. By serving hundreds of the world’s most iconic companies, including Dropbox, Pfizer, and Uber, DX provides the data and insights leaders need to lead with confidence in the AI era. Measuring productivity has long been an elusive challenge, but DX anchors insights in validated signals through the DX Core 4—measuring speed, effectiveness, quality, and impact—and the Developer Experience Index (DXI). These frameworks allow organizations to see how developers work and where they get stuck to reduce friction and boost satisfaction. By using tools like Workflow Analysis, Experience Sampling, and DevSat, DX captures the conditions developers need to deliver effectively, moving beyond "culture fluff" to connect developer friction directly to business impact. The platform offers extensive Engineering Productivity capabilities, including SDLC Analytics, TrueThroughput™, and Engineering Allocation to align engineering with business goals. Leaders can use Team Dashboards and Custom Reporting to find bottlenecks, while R&D Capitalization and Sprint Analytics provide precise evaluation of organizational performance. To understand how a company compares to the broader market, Industry Benchmarking allows for a precise evaluation of performance against specific peer companies and industry segments. To manage the transition to generative AI, DX provides a specialized AI Measurement framework. This allows leaders to track GenAI adoption and impact to guide smarter decisions at scale. Organizations use these insights for Strategic Planning, Vendor Evaluation, and AI Workflow Optimization, ensuring that AI investments result in tangible improvements to engineering velocity. Additionally, AI Enablement tools—including the Systems Catalog, Context Management, and the Internal Developer Portal—help unify context from across the SDLC to power an AI-native future. This suite also includes AI Readiness assessments, Agent Ops Tools, and Scorecards to ensure developer self-service is optimized for high output. DX AI serves as an AI Copilot for engineering leaders, acting as an analytical layer over the organization's data. Instead of static dashboards, DX AI continuously delivers insights and flags risks automatically. It helps leaders answer complex questions about their data, creates custom reports from simple prompts, and provides specific AI Recommendations on where leaders should focus next. Every insight in DX is designed to be actionable, leading toward a clearer question or a concrete next step. Through Executive Reporting and Targeted Studies, the platform provides CXOs and managers with the evidence needed to decide more effectively. By identifying measurement gaps and revealing what the data or developer voice shows, DX helps organizations optimize their engineering performance in an increasingly complex technical landscape. * * * Product Website DX Seller [DX](https://www.g2.com/sellers/dx) Discussions [DX Community](https://www.g2.com/products/dx-platform/discuss) Languages Supported English Solution Type Best-of-Breed Overview by Taylor Bruneaux (Marketing @ DX) Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 1 month [ View More Pricing Information ](https://www.g2.com/products/dx-platform/pricing) ## DX Integrations (71) What do users say about integrations? Verified by DX [ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Amazon Q ](https://www.g2.com/products/amazon-web-services-aws-amazon-q/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Amazon Web Services AI ](https://www.g2.com/products/amazon-web-services-ai/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Amp ](https://www.g2.com/products/amp-code-amp/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Argo CD ](https://www.g2.com/products/argo-cd/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Asana 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DL Daniel L. Engineering Manager Enterprise (\> 1000 emp.) 6/15/2026 "Outstanding Data Visualization and Insights That Drive Real Team Improvements" 4.5/5 What do you like best about DX? The data visualization is everything. The insights tab, as well as going to the Snapshots section and reviewing each Driver and how it compares within the company and the industry is extremely helpful. I have been able to prioritize specific goals and see results as soon as the next Snapshot happens. We now have a no-meetings on Wednesdays policy to help drive Deep work. We also started bringing engineers earlier in the planning phase with our product and design partners. Noting down areas of focus and bringing them to our team retros really has set us up for success. Review collected by and hosted on G2.com. What do you dislike about DX? Sometimes it's confusing to understand what exactly you're looking at. For example, it's much easier for me to review the Insights tab than it is to understand the landing (Overview) page. Metrics like fail percentage and Innovation ratio have in some occasions not reflected the actual mood of the team. It might be because of how it related to the way some questions in the Snapshot are phrased but even so, stating we have a certain percentage of innovation ratio is not as useful as just seeing the weekly trends in the Insights tab. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? Focusing on what matters to our engineers and getting a sense of what they really think about has been very beneficial. Many times engineers shy away from expressing themselves on certain topics but the fact that the Snapshot surveys are well organized and feel very open has given them a safer space to express their thoughts beyond just a number. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Raquel C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Raquel C.") RC Raquel C. Technical Project Manager Mid-Market (51-1000 emp.) 6/11/2026 "Valuable Insights with Some Limitations" 4/5 What do you like best about DX? I use DX as a support platform that is very comprehensive, and what I like most is that through DX we can gain insights that we wouldn't have with other tools. The platform also offers many tips and suggestions on how to direct each action in relation to each driver, which is extremely useful. When we carry out the screening process to direct and prioritize the drivers, the tool provides many suggestions on how to work in the short, medium, and long term to solve possible problems or aspects to improve, in addition to AI insights. Review collected by and hosted on G2.com. What do you dislike about DX? DX could have a better heatmap for visualization with more distinct and organized colors. Another point is the comparison and evolution of actions; there could be a repository within the platform for us to place analyses, action plans, and record them to track in future rounds and have the history of the teams. The heatmap is a bit hard to see, not very organized, the colors are very similar, and it's difficult to understand the differences in the heatmap. Regarding the comparison of actions, it would be a simple space like a board to write, add attachments, type, etc., where we could add our comments, points for improvement, and track the evolution of items, status, and historical comparisons. The initial setup of DX was a bit confusing at first, even with many trainings and onboardings, but I really learned by using the tool in practice and picking up tips on the DX website. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? With DX, I obtain valuable data about development tools and insights to improve processes. It provides tips and suggestions for short to long-term actions, helping in prioritization and problem-solving. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of sellerAI Translated ![Verified User in Insurance](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Insurance") UI Verified User in Insurance Enterprise (\> 1000 emp.) 5/20/2026 "Great Developer Experience Analytics with Useful AI Capabilities" 4.5/5 What do you like best about DX? DX combines powerful analytics with a very user-friendly experience. The platform is fast, easy to navigate, and provides meaningful visibility into developer productivity and satisfaction. The quarterly surveys and Pulse alerts help identify emerging issues early, while the AI capabilities in Data Studio make it simple to build custom reports and tracking metrics. I also value the Microsoft Teams integration, which helps bring insights directly into our team's workflow. Overall, DX has reduced manual reporting effort and made it easier to act on developer experience data. Review collected by and hosted on G2.com. What do you dislike about DX? The Teams and Groups concept is useful, but the experience feels inconsistent across the platform. Some reports support group selection while others don't, and default selections don't always persist as expected. It would be much easier to use if there were a single global team/group filter that applied consistently across all reports and dashboards. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? DX helps us measure and improve Developer Experience by bringing key engineering metrics into a single platform, eliminating the need to switch between multiple dashboards and tools. The automated insights and AI-powered recommendations help identify areas for improvement, while Pulse alerts surface anomalies early and SLA alerts help teams stay accountable. This has reduced manual reporting effort and enabled faster, data-driven decisions. Review collected by and hosted on G2.com. Show More 7/15/2026 Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC Verified User in Computer Software Enterprise (\> 1000 emp.) 6/17/2026 "Useful team insights with easy-to-follow reports and charts, dangerous information without context" 3.5/5 What do you like best about DX? The framework as a whole provides engineering managers with useful insights about how their teams is/are performing, taking into account several variables. Most of such insights are presented in easy to follow reports and charts and should be used by a team as metrics on which to improve. Review collected by and hosted on G2.com. What do you dislike about DX? There is a significant overlap between the aspects that make the framework/platform appealing and the things that make it very dangerous: metrics are great, but will cause more harm than good when used used by people without context. The framework allows people to compare metrics taken by their face value and without any real context. These comparisons can happen among people inside a team, among different teams and between a team and the industry. For as much as the owners of the framework/platform say that such comparisons should not be made, they are inevitable - the framework/platform leads itself to such comparisons easily. It's only a matter of time until somebody will say "this person is not contributing as much as others", "this team is not delivering on pair with other teams", "this team is severely behind what industry expects" and use this information to make poor decisions. This gets even worse if we consider that the "industry" includes all kinds of companies that deliver software, regardless of them delivering a single use case product or a whole framework that allows customers to build any product. As an example, any team that mostly does maintenance work, in which it is fairly common to have someone add 2-3 lines of code per PR after an investigation of several days to understand the root cause of the problem, will have significantly lower metrics than a team who is focused on delivering features. A team who works on a monolithic code base with several years of age will have significantly lower metrics than a team who only has to build and maintain the code for a new service delivered 2 years ago. Such comparisons should be disabled by default. At the very least, these comparisons should only be available at a team level, so that only the people with right context can use such metrics wisely. Another thing that I dislike about the framework is the AI magic behind some of the metrics. A given metric is defined as "AI weighs each PR based on PR title and description, the size and structure of the diff (files changed, lines changed, etc.), and other structural metadata about the PR.". Another metric is defined as "PRs are weighed and classified by DX AI". All of this is very vague, even with the provided examples, and not really useful for people to know how to improve. The good news is that is vague for everybody... The framework/platform would largely benefit from replacing these vague descriptions with concrete fact-based rules. While one can find some documentation online that tries to explain some of the concepts and metrics, this documentation is not comprehensive and sometimes it is just as vague as the metrics' description itself. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? The framework allows me to understand how my team is doing regarding several factors and understand how we can become better. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC Verified User in Computer Software Mid-Market (51-1000 emp.) 6/12/2026 "Data-Driven Insights That Help Validate Problems and Align Stakeholders" 4.5/5 What do you like best about DX? I can try to explain what I think is going on with the team or a specific individual based on the data. It also works the other way around: I can spot important data points that make me go and validate whether there’s a problem, or maybe actually a breakthrough. I can use the data to convince peers and my managers when they see it differently, or when I need to push them in a certain direction. Review collected by and hosted on G2.com. What do you dislike about DX? The UI isn’t great for doing side-by-side comparisons, since I have to constantly switch between pages or tabs. I end up using the MCP a lot, but that works best for reports that are just for me. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? It gives me visibility and data into what’s going on. I can see it clearly, and I can show it to others when I need to. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Verified User in Leisure, Travel & Tourism](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Leisure, Travel & Tourism") EL Verified User in Leisure, Travel & Tourism Mid-Market (51-1000 emp.) 6/17/2026 "All Engineering Metrics in One Place with DX—TrueThroughput, Delivery & Custom Dashboards" 4.5/5 What do you like best about DX? DX brings all relevant engineering metrics into one place. I mainly use it to track throughput (especially TrueThroughput) and delivery metrics, and correlate them with AI adoption. Data Studio is also very useful for building custom dashboards and using the AI chatbot to explore specific questions. Review collected by and hosted on G2.com. What do you dislike about DX? There are not many issues overall. One limitation we recently encountered is the restriction around using a single Slack workspace. In our case, we have a subsidiary with its own engineering organization and separate Slack workspace, and we were not able to find a way to integrate them into the same DX tenant. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? DX helps me lead a nearly 100-person engineering organization with better data. It gives me visibility into staffing, AI adoption, throughput, and team-specific bottlenecks, which helps me make more informed decisions during a period of rapid change. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC Verified User in Computer Software Mid-Market (51-1000 emp.) 5/19/2026 "Clean, Easy-to-Use Snapshots and Surveys That Strengthen Our Roadmaps" 4.5/5 What do you like best about DX? The snapshots are great and help us a ton to build our roadmaps and address what's really painful first. Building and running surveys is also great and helps our infrastructure team really lean into the Product mindset. The interface is clean and simple to use. The Slack connector works well as well, and helps ensure everyone answers the snapshots. Performance-wise, I don't have much to say; things are working great so far. I haven't had the chance to play with the AI/Intelligence, automated features, etc, but it's one of my projects for this year. I'm not exposed to Pricing and never dealt with Support, so I can't say much on that front. Review collected by and hosted on G2.com. What do you dislike about DX? When you have a monorepository, it can be a bit confusing to split it into different services in GetDX. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? We had a hard time identifying the main pain points of our customers (the developers), and DX really helps us adopt a Product mindset and build the muscle of feedback gathering. Review collected by and hosted on G2.com. Show More Response from Taylor Bruneaux of DX [Editedit](https://www.g2.com/survey_responses/dx-review-12840640/official_response/edit) Thanks for this. The use case you're describing is exactly what snapshots are built for: getting a direct, validated read on developer pain so infrastructure and platform teams can prioritize with confidence rather than guessing. Really glad it's helping your team build that feedback muscle. Good callout on the monorepo service splitting. That's a real edge case and something we're actively working to make clearer. Appreciate you flagging it. When you do get to the AI features, would love to hear what you think. There's a lot there for teams already operating with a product mindset. Current UserValidated ReviewerIncentivizedSource: G2 invite on behalf of seller ![James W.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "James W.") JW James W. Technology Director Mid-Market (51-1000 emp.) 5/19/2026 "Effortless Integration and Insightful Analytics" 4/5 What do you like best about DX? I think DX is pretty easy to use. I like the Slack integrations because they notify me when things are fully out of scope, like PRs needing review, which is really helpful. I also like that I can write SQL queries and pull my own data, as most tools seem to be integrated with DX, making it easier to have one source for everything. The Slackbot integration is particularly useful because it helps me track PRs that are outside of the cycle time, encouraging follow-ups. The ability to write SQL queries is helpful for writing custom reports, especially around AI efficiency and token usage, allowing me to drill into the data in a way that I prefer. The initial setup was pretty straightforward with simple integrations. Review collected by and hosted on G2.com. What do you dislike about DX? Maybe for some of the common things, especially AI, having some more default templates and views reports would be helpful. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? I use DX to evaluate productivity and performance, gaining insights into how often engineers ship code or defects, and analyzing AI tooling effectiveness and costs. Review collected by and hosted on G2.com. Show More Response from Taylor Bruneaux of DX [Editedit](https://www.g2.com/survey_responses/dx-review-12839172/official_response/edit) Thanks James. The SQL access use case you're describing is one of my favorites. Being able to drill into AI token usage and efficiency at that level of granularity is exactly the kind of measurement flexibility we want leaders to have. Glad the Slack integration is doing its job on PR cycle time too. The point on AI default views is fair. There's a lot of signal available and we know the starting point matters. Appreciate you flagging it! Validated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Alessandra G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Alessandra G.") AG Alessandra G. Mid-Market (51-1000 emp.) 5/15/2026 "Insightful Team Stats with Scope for UI Improvement" 3.5/5 What do you like best about DX? I use DX for tracking my team's statistics, mostly productivity. I appreciate having reliable numbers and graphs that I can efficiently share over Slack. The team's stats board is great because it puts a lot of information in one place, giving me a clear picture. I also find the feature that allows me to comment on results or on topics identified as pain points very useful, as it facilitates starting discussions in the thread itself. Additionally, it helps me understand the productivity of team members and identify support trends and ongoing issues. Setting up DX for my personal account was very easy. Review collected by and hosted on G2.com. What do you dislike about DX? I don't find it very intuitive to reach sections. Now of course I've learned, but at the beginning I was having trouble reaching the pages and dashboards that I needed, and had to rely on saved links. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? I use DX for tracking team statistics and productivity, sharing reliable numbers through Slack. It helps understand team productivity and support trends, and features a stats board and comment function for addressing issues and starting discussions. Review collected by and hosted on G2.com. Show More Response from Taylor Bruneaux of DX [Editedit](https://www.g2.com/survey_responses/dx-review-12818149/official_response/edit) Really glad the stats board and Slack sharing are pulling their weight for you, Alessandra. The commenting feature is a good one to call out. Being able to start a conversation directly in the context of a pain point is a lot more useful than taking it somewhere else to discuss. The navigation learning curve is real, especially early on. Good feedback for us and our team—thanks! Validated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Bobby M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bobby M.") BM Bobby M. Mid-Market (51-1000 emp.) 5/14/2026 "Insightful Metrics, But Needs Improved Management Views" 4.5/5 What do you like best about DX? I really appreciate the different types of metrics that DX offers, as they provide great insights into my team's performance. The automated nature of data availability is also a standout feature, making it really convenient to access necessary information quickly. I find the industry benchmarks and comparison data with other teams in my organization extremely helpful. This functionality allows me to understand if my team is lagging or leading, and it helps me identify areas for rewarding or improving performance. Review collected by and hosted on G2.com. What do you dislike about DX? The ability to add management layers is currently not possible. If I have two teams, I'm forced to choose a team and unable to get a combined view of everyone across both teams, while retaining the ability to breakout by those individual teams. Review collected by and hosted on G2.com. What problems is DX solving and how is that benefiting you? I use DX to gain insights into team performance, providing visibility into scope, velocity, and impact. It benchmarks against other teams and industry standards, helping me identify areas to improve or reward. The automated data availability is extremely helpful. Review collected by and hosted on G2.com. Show More Response from Taylor Bruneaux of DX [Editedit](https://www.g2.com/survey_responses/dx-review-12817171/official_response/edit) Bobby, the benchmarking use case you're describing is one of the most powerful ways to use DX. Having a calibrated read on where your team stands relative to peers and industry data makes the performance conversation a lot more grounded. The multi-team rollup limitation is a specific and fair callout. That kind of hierarchical view matters a lot when you're managing across multiple teams and need both the aggregate picture and the breakdown. I'll flag to your customer team that this is a view that you need. Thanks! 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