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Discover & Reuse ASQ Module Live

Your test suite is full of work you have already done.

Module 2 in the Automated Software Quality (ASQ) Suite

Large test suites accumulate the same actions over and over, written a dozen different ways across hundreds or thousands of cases. Log in, navigate, validate a field: the same logic, restated inconsistently, with no easy way to see what repeats. Finding the reusable patterns by hand is slow, and it does not scale as the suite grows.

The same action recurs across hundreds of cases.

Discover & Reuse finds those repeated steps and consolidates them into a standardized library, named and structured the same way everywhere they appear.

Discover & Reuse is an agentic pipeline that scans thousands of test cases to identify common actions and create a reusable workflow library. The process runs repeatably to accomplish weeks of analysis in minutes. It works on meaning rather than matching text: the agent recognizes that “user enters credentials and submits” and “log in through the SSO portal” are the same workflow, even with no words in common, which is exactly what a keyword or pattern match misses. What took analysts weeks of manual reading happens in minutes, and the output is consistent: the same action is named and structured the same way everywhere it appears.

A repeatable run, not a one-time cleanup.

Because the pipeline can be re-run as the suite evolves, it keeps surfacing new reusable workflows across the life of the program.

60-80%

Less manual analysis effort, proven on a federal test-automation program

Minutes

To surface reusable workflows that took analysts weeks by hand

The result is a clean, reusable workflow library and a clear snapshot of scope and complexity for developers and managers. Discover & Reuse runs inside your environment, against your existing suite, with your team owning the result.

Automated Software Quality is OTOT’s approach to accelerating the software test lifecycle, delivered as discrete accelerators and forged in OTOT’s Anvil innovation lab. OTOT Technologies LLC is an SBA-certified 8(a) Small Disadvantaged Business focused on federal AI assurance, test and evaluation, and digital transformation, headquartered in Arlington, Virginia.

Note.

Maturity labels reflect current development status. Performance figures for Discover & Reuse reflect results measured on a federal test automation program. Tool references (UiPath, Playwright) denote interoperability, not endorsement.

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LLM Validator

Your AI passed the vendor's benchmark. That doesn't mean it works in your environment.

OTOT applies AI test and evaluation to large language models (LLMs), repeatable testing to validate whether your models provide consistent results, and whether they maintain compliance with applicable governance standards. We provide LLM validation in concert with our AI/ML governance work as a means to, first, confirm that the government receives the expected value from its AI investment, and second, to preserve and optimize that value over time.