Systems | Development | Analytics | API | Testing

Clinical documentation has become one of the biggest sources of administrative burden in healthcare. Physicians spend hours every week creating notes, updating EHRs, and completing after hours charting. As a result, healthcare organizations are increasingly investing in ambient clinical documentation solutions that can capture conversations, generate notes, and reduce manual documentation work.

Enterprise teams depend on automated testing to sustain rapid release cycles, yet scaling quickly reveals a major bottleneck: the maintenance footprint. Consider a financial enterprise running a nightly regression suite of 3,000 scripts. A developer updates the checkout UI, renaming a submit button’s class from-submit to-primary. The core payment logic stays completely untouched, yet 400 test cases fail overnight.

Test automation tells you what happened. Release assurance empowers you to decide what to do about it, closing the loop from business intent to production confidence.

Companies already spend more than $1 trillion a year trying to catch bad code before it ships. AI is making that job a lot more difficult.

Citizens today compare government digital services to the best experiences they have in the private sector. A missed benefit payment. A tax portal that crashes during filing season. A license renewal that takes weeks instead of minutes. Today, software failures aren’t just IT problems, they’re public trust problems, and many state and local agencies are struggling to deliver digital services quickly, effectively, and consistently.

Recently someone on our team opened a traffic snapshot and found an HTTP request that was captured with our eBPF capture agent, nettap. Our protocol dissector parsed most of the response correctly, but that correctness ended once the response headers were processed. What they ended up with was a recording of an HTTP request/response where the response body was just an incorrect collection of garbage binary data when it should have been JSON text.