Optimization Commands
Reduce AI token usage by up to 85% with intelligent optimization strategies tailored for each AI model.
Performance Metrics
Real-world optimization results across different AI models
67.6%
+15.2%Token Reduction
Average reduction across all AI models
< 50ms
-23msProcessing Speed
Average optimization time per file
$0.0047
+$0.0012Cost Savings
Average cost reduction per request
98.7%
+2.1%Accuracy
Semantic meaning preservation
Optimization Levels
Choose the optimization level that best fits your needs
Basic Optimization
Simple element filtering and naming optimization
- Element deduplication
- Attribute simplification
- Basic semantic mapping
- Simple token reduction
Advanced Optimization
Context-aware optimization with semantic grouping
- Context-aware element grouping
- Semantic role optimization
- Intelligent attribute mapping
- Advanced token compression
Premium Optimization
Model-specific tuning with custom optimization rules
- Model-specific optimization
- Custom optimization rules
- Real-time performance tuning
- Enterprise-grade compression
Supported AI Models
Optimized for all major AI models with model-specific tuning
| Model | Provider | Token Limit | Cost/1K | Optimization | Description |
|---|---|---|---|---|---|
| GPT-4o | OpenAI | 128k | $0.005 | Excellent | Latest GPT model with enhanced efficiency |
| Claude 3.5 Sonnet | Anthropic | 200k | $0.003 | Excellent | Superior reasoning with large context window |
| GPT-4 | OpenAI | 32k | $0.030 | Very Good | Proven performance for complex tasks |
| Gemini Pro | 32k | $0.0005 | Good | Cost-effective with good performance |
Optimization Examples
Practical examples for different optimization scenarios
Basic Optimization
$0.00418 per requestSimple optimization for cost reduction
# Basic optimization for GPT-4o
webmcp optimize login.wmcp \
--target gpt-4o \
--level basic \
--output optimized-login.json
# Output shows:
# ✓ Original tokens: 1,247
# ✓ Optimized tokens: 412
# ✓ Reduction: 67.0% (835 tokens saved)
# ✓ Cost savings: $0.00418 per requestAdvanced with Goal
69.8% token reductionGoal-driven optimization for better AI understanding
# Advanced optimization with specific goal
webmcp optimize checkout.wmcp \
--target claude-3.5-sonnet \
--level advanced \
--goal "Complete purchase with payment details" \
--output checkout-prompt.txt
# Generates optimized prompt:
# "Complete purchase form with 3 payment fields:
# - card_number (required, 16 digits)
# - expiry_date (MM/YY format)
# - cvv (3 digits, security code)"Premium Model-Specific
78.5% token reductionPremium optimization with model-specific tuning
# Premium optimization with custom rules
webmcp optimize complex-form.wmcp \
--target gpt-4 \
--level premium \
--custom-rules validation-rules.json \
--performance-mode speed \
--output ultra-optimized.json
# Premium features:
# ✓ Model-specific token patterns
# ✓ Custom validation rules applied
# ✓ Performance-optimized output
# ✓ Real-time cost trackingBatch Optimization
Batch processing efficiencyOptimize multiple files efficiently
# Batch optimization for entire project
webmcp optimize "forms/**/*.wmcp" \
--target gpt-4o \
--level advanced \
--output-dir ./optimized \
--parallel 4 \
--report optimization-report.json
# Process multiple forms simultaneously
# Generate comprehensive performance report
# Track cumulative cost savings across projectAdvanced Features
Premium optimization features for enterprise users
Custom Optimization Rules
Define custom rules for specific use cases
Performance Profiling
Detailed performance analysis and bottleneck identification
A/B Testing
Compare different optimization strategies
Cost Forecasting
Predict costs based on usage patterns
Start Optimizing Today
Reduce your AI costs by up to 85% with intelligent webMCP optimization