GLM Use Cases - Real-World Application Examples

Industry Applications

💻 Software Development

Rapid Prototyping

Scenario: Startup needs MVP in 1 week

✓ GLM generates CRUD interface code

✓ Auto-generates frontend forms and data display

✓ Generates unit tests and API documentation

Result: 60% faster development, MVP delivered on time

Code Refactoring

Scenario: Enterprise upgrading Python 2 to Python 3

✓ GLM analyzes compatibility issues

✓ Batch converts syntax and API calls

✓ Identifies and fixes potential bugs

Result: 3-month project done in 2 weeks, 80% cost savings

Bug Fixing Assistant

Scenario: Team facing many production issues

✓ Input error logs to GLM for quick analysis

✓ Get root cause and fix suggestions

✓ Generate fix code and test cases

Result: Average fix time reduced from 4 hours to 30 minutes

Automated Code Review

Scenario: Mid-size team improving code quality

✓ Integrate GLM into CI/CD pipeline

✓ Auto-detect vulnerabilities and performance issues

✓ Provide optimization suggestions

Result: 40% code quality improvement, 95% fewer security incidents

ROI Analysis

See how much time and cost GLM saves

Traditional Development

Feature Development 40 hours

Code Review 8 hours

Documentation 6 hours

Bug Fixing 12 hours

Total 66 hours

With GLM

Feature Development 16 hours (↓60%)

Code Review 3 hours (↓63%)

Documentation 1 hour (↓83%)

Bug Fixing 4 hours (↓67%)

Total 24 hours

Save 64% Development Time

At $30/hour, save $1,260 per project

GLM costs only $7/month - 180x ROI!

Real GLM Use Cases