Click any case to see full details. Each is a working integration — not a mockup.
Case 01
🤖
Intelligent Test Case Generation
Paste an API spec. Claude generates 8 comprehensive test cases — happy path, edge cases, security, performance — in under 30 seconds. Pushes directly to Jira.
Happy PathEdge CasesSecurityJira
Case 02
🐛
Automated Bug Report Triage
Paste a bug report or CloudWatch log. Bedrock returns severity, priority, root cause hypothesis, reproduction steps, investigation checklist, and executive summary in 18 seconds.
Root CauseSeverityJira Update
Case 03
🗄️
Intelligent Test Data Generation
Describe your schema in plain English. Bedrock generates realistic, varied test data with edge cases automatically included. Export to CSV in one click.
Realistic DataEdge CasesCSV Export
Case 04
👁️
Visual Regression Testing
Upload two screenshots — before and after deployment. Claude's multimodal vision analyzes differences semantically: not pixel-by-pixel, but understanding what changed and whether it matters.
PASS/REVIEW/FAILMultimodal AICI/CD
Case 05
💬
QA Copilot — Conversational Assistant
Chat interface connected to your project knowledge: test coverage, recent changes, known bugs, team structure. Ask anything, get specific actionable answers.
ConversationalProject-AwareConfluence+Jira
Case 06
📋
AI Release Notes Generator
Pulls completed Jira tickets from your sprint. Generates technical changelog, user-facing release notes, and executive summary simultaneously — in under 30 seconds.
Jira IntegrationConfluenceAuto
Case 07
🔍
API Contract Change Detector
Compare two API specifications. Claude identifies breaking changes, deprecated endpoints, and migration requirements — before they break your consumers in production.
Breaking ChangesMicroservicesAPI
Case 08
📊
CloudWatch Log Anomaly Analysis
AI reads your CloudWatch logs, finds anomalies, error spikes, latency degradations, and memory leaks — before customers report them. Creates Jira incidents automatically.
CloudWatchProactiveSRE
Case 09
⚡
Performance Test Analysis
Paste k6 or JMeter results. Claude identifies bottlenecks, explains root causes, checks SLA compliance, and generates a prioritized optimization roadmap — with Jira tickets.
k6 / JMeterBottlenecksSLA
Case 11
⚙️
Test Automation Code Generator
Paste API spec + test cases from Case 1. Claude generates production-ready test code for Cypress, Playwright, or pytest — complete with imports, assertions, and setup instructions.
pytestCypressPlaywright
Case 10
🔄
AI Regression Suite
One click — AI runs all 10 QA cases sequentially, compares results, and reports pass/fail for each. Catches regressions across your entire QA pipeline in under 3 minutes.
RegressionAll CasesPass/Fail
Return on Investment
Time saved per sprint
Conservative estimates: 4 QA engineers, 2-week sprints, 20 endpoints per sprint. Actual savings vary by team size and process complexity.
Test Case Writing
Before: 40 hours/sprint
After: 4 hours/sprint
36h
saved per sprint
Bug Triage
Before: 8 hours/sprint
After: 0.5 hours/sprint
7.5h
saved per sprint
Test Data Prep
Before: 12 hours/sprint
After: 1 hour/sprint
11h
saved per sprint
Cost Transparency
What does it actually cost?
| Case | Action | Cost / Run | 50 runs/month |
|---|
| Case 1 — Test Generation | Generate 8 test cases from API spec | ~$0.08 | ~$4.00 |
| Case 2 — Bug Triage | Analyze one bug report | ~$0.05 | ~$2.50 |
| Case 3 — Test Data | Generate 20 records | ~$0.09 | ~$4.50 |
| Case 4 — Visual Regression | Compare two screenshots | ~$0.12 | ~$6.00 |
| Case 5 — QA Copilot | Per conversation message | ~$0.04 | ~$2.00 |
| Lambda + API Gateway | All functions combined | ~$0.00 | ~$0.00 |
| Case 6 — Release Notes | Generate 3-format release notes | ~$0.07 | ~$3.50 |
| Case 7 — API Contract | Analyze API spec changes | ~$0.08 | ~$4.00 |
| Case 8 — Log Anomaly | Analyze CloudWatch log batch | ~$0.06 | ~$3.00 |
| Case 9 — Performance | Analyze performance test results | ~$0.07 | ~$3.50 |
| Case 11 — Autocode | Generate test automation code | ~$0.08 | ~$4.00 |
| Total (all 10 cases, 50 runs each) | | ~$37/month |
