Most logistics QA case studies describe the work; fewer quantify the result. This post counts every figure stated in the 29 case studies recorded for this ranking and sorts them by type.
How the figures were counted
Each case study was recorded on the site's fixed 10-field skeleton. The outcomes field accepts only items that contain a figure, quoted as the vendor published it. Qualitative statements such as "faster releases" go to scope notes and are not counted here.
Each figure was assigned one type by keyword: regression or test cycle time, defects, coverage or automation share, release frequency, cost or effort, or other. The assignment runs at build time from the stored quotes, so the table changes when the corpus changes.
Outcome types in the corpus
Of 29 recorded case studies, 21 state at least one quantified outcome (72 percent of the recorded corpus). Together they state 56 figures.
| Category | Count |
|---|---|
| Regression or test cycle time | 7 |
| Defects found or escaped | 8 |
| Coverage or automation share | 11 |
| Release frequency or speed | 4 |
| Cost or effort | 5 |
| Other figure | 21 |
Every quantified outcome in the corpus
| Type | Figure as published | Case study |
|---|---|---|
| Other figure | 5 days on average to staff a new positionev-0037 | Complex QA support for a global manufacturer of electric vehicles (a1qa, grade B) |
| Coverage or automation share | 1,000+ automated tests run against 12 environmentsev-0050 | Quality assurance of kitchen retailer’s software, WMS, and CRM systems (a1qa, grade B) |
| Cost or effort | maintenance and support costs cut by 40%ev-0062 | Migration testing of advanced pharma e-commerce (a1qa, grade B) |
| Other figure | API error rate below 1% under stressev-0219 | How BugRaptors Secured and Scaled A Real-Time Logistics & Parking Platform (BugRaptors, grade C) |
| Coverage or automation share | 90% coverage achievedev-0251 | Streamlining Logistics App Testing with Tosca (Codoid, grade C) |
| Defects found or escaped | 20+ critical bugs caughtev-0252 | Streamlining Logistics App Testing with Tosca (Codoid, grade C) |
| Coverage or automation share | 96 hours of manual work reduced to 8 hours of automationev-0276 | Regression Testing for a Paperless Mission (Codoid, grade C) |
| Other figure | 3750+ test casesev-0277 | Regression Testing for a Paperless Mission (Codoid, grade C) |
| Defects found or escaped | release bugs reduced by over 65% within 3 monthsev-0289 | Scaling QA for Transport Platform (Codoid, grade C) |
| Defects found or escaped | 2000+ bugs audited and migrated to Jira/Xrayev-0290 | Scaling QA for Transport Platform (Codoid, grade C) |
| Defects found or escaped | 400+ critical issues identifiedev-0291 | Scaling QA for Transport Platform (Codoid, grade C) |
| Regression or test cycle time | 40% reduction in application execution timeev-0316 | Implementing a Robust Testing Framework for a Fledgling Logistic Company through QA Setup (Crestech, grade B) |
| Other figure | 70% reduction in data set-up timeev-0317 | Implementing a Robust Testing Framework for a Fledgling Logistic Company through QA Setup (Crestech, grade B) |
| Other figure | 4 medium and 1 low-risk vulnerabilities identified in phase 1ev-0328 | Security Testing and Test Automation in Fleet Management System Ensures System Integrity (Crestech, grade B) |
| Other figure | 3 medium and 1 low-risk vulnerabilities resolved in phase 2ev-0329 | Security Testing and Test Automation in Fleet Management System Ensures System Integrity (Crestech, grade B) |
| Other figure | 80% reduction in identified vulnerabilitiesev-0330 | Security Testing and Test Automation in Fleet Management System Ensures System Integrity (Crestech, grade B) |
| Release frequency or speed | 50 (unit not shown) reduction in UAT deployment timeev-0339 | Vulnerability Assessment & Penetration Testing for a Fleet management Application (Crestech, grade B) |
| Release frequency or speed | release testing from 3-4 days to 1-2 daysev-0379 | QA services for supply chain solution (DeviQA, grade C) |
| Regression or test cycle time | 2.5 times reduction in execution timeev-0380 | QA services for supply chain solution (DeviQA, grade C) |
| Other figure | autotests from ~2000 to ~3000ev-0381 | QA services for supply chain solution (DeviQA, grade C) |
| Coverage or automation share | up to 40% faster automated test creationev-0382 | QA services for supply chain solution (DeviQA, grade C) |
| Regression or test cycle time | regression testing from 1.5 weeks to 3 daysev-0393 | QA services for warehouse management software (DeviQA, grade C) |
| Coverage or automation share | 90% coverage of the web platformev-0394 | QA services for warehouse management software (DeviQA, grade C) |
| Coverage or automation share | 400+ automated scripts in the first 6 monthsev-0395 | QA services for warehouse management software (DeviQA, grade C) |
| Defects found or escaped | 1,500+ defects reported, 60% blocker, critical or majorev-0396 | QA services for warehouse management software (DeviQA, grade C) |
| Release frequency or speed | 80+ web platform releases supportedev-0397 | QA services for warehouse management software (DeviQA, grade C) |
| Release frequency or speed | 2x faster task handlingev-0398 | QA services for warehouse management software (DeviQA, grade C) |
| Regression or test cycle time | regression testing reduced to 1.5 daysev-0411 | Software testing services for returns management software (DeviQA, grade C) |
| Coverage or automation share | ~40% of tests automatedev-0412 | Software testing services for returns management software (DeviQA, grade C) |
| Regression or test cycle time | regression execution time reduced by halfev-0413 | Software testing services for returns management software (DeviQA, grade C) |
| Other figure | 450+ test cases writtenev-0414 | Software testing services for returns management software (DeviQA, grade C) |
| Regression or test cycle time | 280+ regression end-to-end casesev-0415 | Software testing services for returns management software (DeviQA, grade C) |
| Other figure | 100% of API endpoints covered with testsev-0416 | Software testing services for returns management software (DeviQA, grade C) |
| Cost or effort | manual testing effort reduced by up to 40%ev-0458 | Transforming automotive logistics through GenAI adoption and value-stream re-engineering (HCLTech, grade B) |
| Other figure | 44% developer productivity gainev-0459 | Transforming automotive logistics through GenAI adoption and value-stream re-engineering (HCLTech, grade B) |
| Other figure | 47% improvement in delivery velocityev-0460 | Transforming automotive logistics through GenAI adoption and value-stream re-engineering (HCLTech, grade B) |
| Other figure | 33% better security outcomesev-0461 | Transforming automotive logistics through GenAI adoption and value-stream re-engineering (HCLTech, grade B) |
| Regression or test cycle time | 90-95% reduction in manual test execution effortev-0472 | Getting every food order right through smarter warehouse system testing (HCLTech, grade B) |
| Cost or effort | 10-15% reduction in global inventory costsev-0473 | Getting every food order right through smarter warehouse system testing (HCLTech, grade B) |
| Other figure | about 25% increase in overall stock availabilityev-0474 | Getting every food order right through smarter warehouse system testing (HCLTech, grade B) |
| Other figure | operational efficiency accelerated by 60%ev-0506 | Discover How ImpactQA Helped a Leading Logistics Firm in Accelerating the Operational Efficiency by 60% (ImpactQA, grade A) |
| Other figure | user efficiency increased by up to 50%ev-0590 | Mobile application development and UI/UX design for Bitlog (N-iX, grade A) |
| Coverage or automation share | test coverage from 55% to 81%ev-0608 | Transportation leader takes AI adoption to 91% and lifts engineering velocity 27% with structured gen AI rollout (N-iX, grade B) |
| Other figure | team velocity from 85 to 108.3 story points (+27%)ev-0609 | Transportation leader takes AI adoption to 91% and lifts engineering velocity 27% with structured gen AI rollout (N-iX, grade B) |
| Other figure | code review time from 8–12 hours to 4–6 hoursev-0610 | Transportation leader takes AI adoption to 91% and lifts engineering velocity 27% with structured gen AI rollout (N-iX, grade B) |
| Defects found or escaped | 95% of defects identified during system integration or real-time testingev-0673 | How Phased Integrations Supported Digital Transformation for a Leading DIY Retailer (Qualitest, grade B) |
| Defects found or escaped | 5% of defects logged in user acceptance testingev-0674 | How Phased Integrations Supported Digital Transformation for a Leading DIY Retailer (Qualitest, grade B) |
| Defects found or escaped | zero defects in live environmentsev-0675 | How Phased Integrations Supported Digital Transformation for a Leading DIY Retailer (Qualitest, grade B) |
| Cost or effort | 10-15% reduction in test scope and effortev-0676 | How Phased Integrations Supported Digital Transformation for a Leading DIY Retailer (Qualitest, grade B) |
| Other figure | potential project blockers reduced by up to 60%ev-0686 | How Automation Increased Test Coverage for a Telematics and Fleet Management Organization (Qualitest, grade B) |
| Other figure | scalability of testing processes increased by up to 80%ev-0687 | How Automation Increased Test Coverage for a Telematics and Fleet Management Organization (Qualitest, grade B) |
| Coverage or automation share | 100% manual test coverage of targeted regulationsev-0688 | How Automation Increased Test Coverage for a Telematics and Fleet Management Organization (Qualitest, grade B) |
| Coverage or automation share | 80% automated test coverageev-0689 | How Automation Increased Test Coverage for a Telematics and Fleet Management Organization (Qualitest, grade B) |
| Cost or effort | cost savings of up to $40,000 per yearev-0690 | How Automation Increased Test Coverage for a Telematics and Fleet Management Organization (Qualitest, grade B) |
| Coverage or automation share | 350+ business reports validatedev-0859 | Leading Logistics Provider Strengthened Digital Operations with Automation-First QA at Scale (TestingXperts, grade B) |
| Other figure | 360+ dashboards validatedev-0860 | Leading Logistics Provider Strengthened Digital Operations with Automation-First QA at Scale (TestingXperts, grade B) |
Reading the result
A figure in a case study is the vendor's own statement. This site checks that the figure is on the vendor's page, not that it is true. Each figure above links to its evidence id and the case study page or the vendor's case study table.
A case study without any figure can still show what was tested, for how long and with which tools. The skeleton keeps those fields, and the case study index lets you filter by system and grade.