Skip to main content
Pinpoint
QA
Case Study
Cleanup Crew

How Adrata Went from a Bug Backlog to Zero Before Launching V2

Pinpoint Team8 min read

Adrata is an AI-powered Revenue Orchestration Platform that helps enterprise sales teams map buyer groups and close deals faster. Founded by Ross Sylvester, Adrata gives CROs and sales leaders the ability to identify every stakeholder in a buying committee, then multi-thread outreach to the people who actually sign the check. When Ross and his team began preparing to launch Adrata V2, they knew the release had to be clean. Enterprise buyers notice rough edges, and a launch clouded by lingering bugs would undercut the trust Adrata works to build with revenue leaders.

V2 was ambitious. The scope was large, the timeline was tight, and the codebase carried a set of subtle, hard-to-triage issues that had accumulated during rapid development. These were not obvious crashes. They were the kind of bugs that surface only under specific conditions, slip past smoke tests, and erode user confidence over time. With the launch window approaching, Ross brought in Pinpoint’s Cleanup Crew to work alongside his team and get the release across the finish line.

Adrata homepage showing their Revenue Orchestration Platform
Adrata V2, launched clean with zero open bugs

Rolling Up Our Sleeves

When Ross reached out, the clock was already ticking. V2 had a launch window, and the open issues stood between him and a confident release. Pinpoint mobilized immediately, but this was not a standard QA engagement. Our team embedded directly into the Adrata codebase and worked around the clock for 24 hours straight in the first sprint, triaging every open issue, writing fixes, rearchitecting portions of the UI that were contributing to recurring problems, and verifying each change end to end.

The Cleanup Crew operated as an extension of Ross’s engineering team rather than an external review board. When a bug pointed to a deeper structural issue in the frontend, we did not just file a report and wait. We proposed an approach, wrote the code, submitted the pull request, and confirmed the fix held up under testing. When one fix unblocked a cascade of related issues, we stayed on it until the entire chain was resolved. That willingness to jump in the trenches, shoulder the engineering load, and push through until the work was done is what separated this from a typical QA handoff.

That initial push set the pace for the entire engagement. Within two weeks, Adrata went from a growing list of subtle, hard-to-reproduce bugs to zero open issues, all confirmed as Pinpoint Verified.

How the Pinpoint Testing Loop Works

The path from “bugs everywhere” to zero is not a single pass. It is a structured, repeating cycle that tightens quality with each iteration. Here is how the loop works in practice.

Step 1: Test Request Submitted

The customer submits a test request through the Pinpoint platform, which can be triggered manually or automatically through a CI/CD integration. Each request defines the scope: a new feature, a set of fixes, or a full regression pass across the application.

Step 2: QA Execution

Pinpoint’s dedicated testers execute the round against the defined scope. This includes functional testing, edge case exploration, and regression checks to confirm that existing functionality remains intact. Every finding is documented with full reproduction steps, severity ratings, and screenshots so the customer’s development team can act without ambiguity.

Step 3: Bug Reports Delivered

Results are delivered through the Pinpoint platform and via email. Each bug report includes the environment, steps to reproduce, expected behavior, actual behavior, and a severity classification. The customer sees exactly what is broken and how to trigger it.

Step 4: Fixes and Remediation

Depending on the engagement, the customer’s engineering team works through the reported bugs independently, or the Cleanup Crew rolls up its sleeves and writes the fixes directly. In Adrata’s case, Pinpoint did both: we coded solutions for the most complex issues, rearchitected UI components that were producing recurring defects, and submitted pull requests that the team could review and merge on their schedule. For straightforward fixes, Ross’s developers handled them in parallel. The result was a shared engineering effort where everyone was pulling in the same direction.

Step 5: Pinpoint Verification

Once the customer signals that fixes are deployed, Pinpoint re-tests every reported issue. Each bug is evaluated against its original reproduction steps and tested for regressions that the fix may have introduced. Bugs that pass verification are marked Pinpoint Verified, confirming the issue is fully resolved. Bugs that still reproduce or exhibit new side effects are flagged as Needs Revision with updated notes explaining what remains.

Step 6: New Findings Added

During the verification pass, testers frequently uncover new issues that were previously masked by the original bugs or that surface only after the fix changes application behavior. These newly discovered bugs are added to the report with the same level of documentation, keeping the backlog honest and complete.

Step 7: Repeat Until Zero

The loop continues. Each cycle shrinks the open bug count while simultaneously catching anything new. For Adrata, it took several iterations over two weeks to reach the goal: zero open bugs, every single issue carrying the Pinpoint Verified status.

Why This Approach Works

Traditional QA is a handoff. You test, you report, you wait. The customer’s team context-switches away from feature work to triage a spreadsheet of findings, and weeks pass before anyone re-validates. The problem is that fixes introduce new bugs, edge cases hide behind other edge cases, and a single round of testing never captures the full picture.

The Cleanup Crew removes that bottleneck by combining QA and engineering into a single, continuous effort. Instead of handing off a report and stepping back, Pinpoint stays in the codebase: identifying root causes, writing fixes, restructuring components that produce recurring defects, and verifying each change through the testing loop. The team that finds the bug is the same team that understands how to resolve it, which eliminates the back-and-forth that slows most remediation cycles.

The Pinpoint Verified designation means a human tester confirmed the fix under real conditions, not that someone checked a box in a project management tool. The Needs Revision flag is equally important. It creates an honest feedback loop where incomplete fixes are caught immediately rather than lingering until the next test cycle. Combined with the addition of newly discovered bugs each round, the process guarantees that the bug count trends toward zero instead of plateauing at “good enough.”

The Results

Within two weeks of engaging Pinpoint’s Cleanup Crew, Adrata achieved what many teams struggle to reach on any timeline:

  • Zero open bugs across the entire V2 application
  • Every issue Pinpoint Verified through hands-on re-testing, not automated status changes
  • A clean V2 launch with the confidence that comes from knowing every reported problem was resolved and confirmed
  • Hands-on engineering with Pinpoint writing fixes, rearchitecting UI components, and submitting pull requests alongside Ross’s team rather than operating from the sidelines

What Ross Had to Say

“Working with Pinpoint is almost surreal. When you run a company, you carry a lot of weight. None in my opinion delivering on every promise to customers. So when you get a note ‘this X doesn’t work’ it’s like a 1000 pounds pressing down on your neck. Everyone in that scenario knows the feeling. Pinpoint comes in and with their deep expertise, triangulates reactive issues and proactive issues so effectively. They get you to zero bugs; which is even better than inbox zero. You genuinely have this odd ‘the weight of the world is lifted’ working with Pinpoint. It’s astonishing good.”

The Takeaway

Reaching zero bugs before a major release takes more than a test report. It takes a team that is willing to get into the codebase, understand the architecture, write the fixes, and verify the results. The Pinpoint testing loop provides the structure, and the Cleanup Crew provides the engineering muscle to move through it at the pace a launch demands.

Ross engaged Pinpoint on an emergency basis and saw results in two weeks. For teams preparing their own launches, the same combination of QA rigor and hands-on engineering works just as well when started earlier, giving even more runway to reach the same outcome: a release you can stand behind with full confidence.

Ready to level up your QA?

Book a free 30-minute call and see how Pinpoint plugs into your pipeline with zero overhead.