Engineering and QA teams are grappling with the immense pressure to accelerate software development while navigating unprecedented complexity. They are overwhelmed by high release velocity, fragmented coverage, and massive volumes of automated test results. They feel stuck in a cycle of reactivity and bogged down by frustrating manual and time-consuming analysis that leads to slower releases and more escaped defects. This only grows worse as the industry shifts left, forcing developers to handle data complexity without the tools they need to generate true software quality intelligence.
At Sauce Labs, we understand how overwhelming test data can be. For nearly two decades, we have helped the world's leading organizations release with confidence by making testing more reliable and scalable. With over 8+bn tests performed and 300,000 active users, our approach to your testing challenges is simple. Powered by Sauce Labs’ secure and compliant platform, Sauce AI upholds the same standards of security, governance and reliability trusted by the world’s leading brands.
We offer:
A Foundation for Quality: Begin with our unified platform, which provides comprehensive data from every stage of the software development lifecycle.
The Sauce AI Layer: Add on the Sauce AI Agents, like Sauce AI for Insights. This dedicated AI agent transforms testing data into what engineering teams actually need: Quality intelligence.
Sauce AI for Insights delivers real-time, actionable results to help spot issues faster and release with confidence. Through its conversational AI interface, anyone—developer, tester, or QA lead— can perform intelligent failure analysis without digging through logs or dashboards. Ask questions like, "Which tests are newly failing?" and get clear, context-aware answers complete with supporting visualizations and direct links to relevant test cases, so you determine the root cause faster. With no setup or configuration required.
Cut through the data noise and take control of your release cycle. Get started today! Interact with your test data in a new way and discover the insights you've been missing.
Sauce AI for Insights converts raw test data from a burden into a significant competitive advantage. This empowers teams to achieve faster releases, enhance operational efficiency, and deliver more stable applications, helping you avoid the pain of slower releases and more escaped defects.
Sauce AI for Insights Benefits
Faster Decision Making: Sauce AI for Insights provides you with accurate, critical insights in real time, leading to a significant acceleration in release readiness assessments. This ensures you make quick, informed decisions, avoid delays, and optimize resource allocation.
Boost Engineering Efficiency: Say goodbye to tedious manual analysis! Sauce AI for Insights enables up to 99% faster identification of root causes and dramatically cuts debugging time from hours to minutes. Your valuable engineering resources are freed up, and you reclaim thousands of engineering hours per team per month.
Increase Velocity of Innovation: Ready to ship faster? Sauce AI for Insights accelerates releases and boosts operational efficiency. This means your organization can bring new features and products to market with greater agility, maintaining that crucial competitive edge.
Strengthen Risk Management: Delivering reliable, high-quality software is key to managing risk. Through real-time identification, Sauce AI for Insights addresses potential issues early, significantly reducing defects in production and enhancing the user experience.
Implement "Shift Left" strategy: As quality responsibility moves to developers and non-QA teams, Sauce AI for Insights bridges this gap. It enables the democratization of quality insights across technical and non-technical members and improves collaboration between QA, development, and leadership teams, reducing rework and speeding up releases.
Use Cases
QA Manager
QA Manager
As QA leader, I need a comprehensive summary of trends and metrics to assess testing suite quality. I need to achieve faster release readiness decisions, proactively address risks, and clearly communicate quality status to my stakeholders.
“Give me a summary of the last 10 builds”
Response:
8/10 builds passed successfully
Failures concentrated on iOS 16.2 Safari and Android 13 Chrome
Flakiest test: checkout-flow.spec.js (failed 4 of the last 10 builds)
Overall pass rate 92% (up 3% from last sprint)
Outcome:
Ship faster without sacrificing quality
Faster decision-making with more confidence
Reduced time on static dashboards and spreadsheets
Developer
Developer
As a developer, I need instant answers for why my build failed so that I can fix issues faster, stay unblocked, and keep delivering code without wasting my time with a manual log search.
“Why did my last build fail?”
Response:
7/12 failures occurred only on iOS 16.4
Build #722 failed due to timeout errors in payment-gateway.spec.js.
Probable cause: slow API response from payments service
Recommendation: Retry with update service config or mock API
Outcome:
Gain actionable insights
Less time digging through logs and APIs
Quickly unlock builds with instant root cause explanation
SDET
SDET
As a SDET, I need to quickly identify the flakiest test and recurring failures so that I can stabilize the test suite, reduce false positives, and increase our trust in automation.
“What are the flakiest test this week?”
Response:
login-validatoni,spec.js— failed 6/10 runs (40% pass rate)
cart-update.spec.js— failed 4/10 runs, mostly on Android Chrome
profile-settings.spec.js— failed inconsistently, 50% pass rate across devices
Recommendation: Investigate test setup for unstable locators and environment-specific dependencies
Outcome:
Identify and resolve tests faster
Improve automation suite stability and reduce noise
Reduce effort and time in failure triage and focus more on building reliable tests
Gain actionable insights into:
Test Summary: Identify flaky tests and performance issues to determine if failures are systemic or isolated, ultimately gaining data-driven insights to increase confidence.
Automated Builds: Understand where and why builds are failing and if there's a recurring pattern.. Sauce AI Insights will track these build failure trends over time to ensure the stability of the application.
Device Coverage: Reduce complexity in test planning by validating coverage and gain recommendations on what devices to add or drop to optimize the test suite.
Visual Builds: Examine view builds, duration, and both new and recurring visual differences to easily assess the health of the testing suite and ensure the application is visually correct.
Failure Analysis: Perform intelligent failure analysis to assess the real-world impact of an issue. Sauce AI for Insights spots the systemic or root causes of issues to ensure the stability and reliability of the application.
Most Failing Devices: Identify cross-cutting device issues and shared root causes to prioritize scalable fixes and inform your device-specific debugging and QA focus.
Flakiest Test Cases: Pinpoint unstable tests and clean up pipelines, allowing your teams to focus on legitimate bugs rather than grappling with unpredictable test results. Turn hours of investigating flaky test issues to minutes.
Key Capabilities
Conversational Interface: Ask questions like "Why did my test fail?"
Rich and concise responses: Receive actionable insights such as “This test failed due to a recent API change in check-out service.js”
Rich Outputs: Go beyond plain text with visualizations and direct links to relevant test data.
Context-Aware Insights: Get the insights that are relevant to you, whether you're an engineering leader analyzing overall trends, a developer checking device coverage, or an SDET investigating recent failures.
Compliance and Security
Built from the ground up with enterprise-grade security and compliance controls.
No customer data is used to train or improve our AI model
Sauce AI for Insights offers full transparency into data collection and processing methods, allowing you to ask about how data was processed.
Learn about our security and privacy practices from our Trust Center.
