LLM Readiness Assessment
Answer questions across 6 dimensions to automatically calculate your LLM implementation readiness score. Each dimension has weighted questions that contribute to your overall readiness.
LLM Model Selection Matrix
Model | Provider | Use Case Fit | Performance | Cost/1M Tokens | Latency | Context Length | Overall Score | Actions |
---|---|---|---|---|---|---|---|---|
4.0 | ||||||||
4.5 | ||||||||
3.25 |
RAG Architecture Planning
Vector Database Comparison
Vector DB | Deployment Type | Performance | Scalability | Cost Rating | Ease of Use | Overall Score | Actions |
---|---|---|---|---|---|---|---|
4.0 |
Document Processing Pipeline
Document Type | Volume (GB) | Processing Tool | Chunking Strategy | Embedding Model | Processing Time | Actions |
---|---|---|---|---|---|---|
Retrieval Strategy Configuration
Prompt Engineering Toolkit
Prompt Templates Library
Template Name | Use Case | Pattern Type | Performance Score | Template | Actions |
---|---|---|---|---|---|
8 |
Prompt Testing Framework
Prompt Optimization Strategies
Strategy | Priority | Implementation Status | Expected Improvement | Notes | Actions |
---|---|---|---|---|---|
Infrastructure Requirements
Compute Resources
Resource Type | Current Capacity | Required Capacity | Cost/Hour ($) | Provider | Total Monthly Cost | Actions |
---|---|---|---|---|---|---|
$17,740 |
API Cost Estimation
Monthly API Cost
$52,500
Annual API Cost
$630,000
Latency Requirements
Use Case | Required Latency | Current Latency | SLA Target | Optimization Needed | Actions |
---|---|---|---|---|---|
% |
Fine-tuning Strategy
Dataset Requirements
Task Type | Dataset Size | Data Quality | Annotation Status | Collection Cost ($) | Timeline | Actions |
---|---|---|---|---|---|---|
Training Configuration
Evaluation Metrics
Metric | Baseline Score | Target Score | Current Score | Priority | Actions |
---|---|---|---|---|---|
Training Cost Estimation
Estimated Training Cost
$15,000
Training Duration
24 hours
GPU Hours Required
192
Security & Compliance
Data Privacy Assessment
Privacy Concern | Risk Level | Current Controls | Compliance Requirement | Mitigation Strategy | Actions |
---|---|---|---|---|---|
Model Security Controls
Security Control | Implementation Status | Effectiveness | Cost ($) | Timeline | Owner | Actions |
---|---|---|---|---|---|---|
Audit & Monitoring
Compliance Checklist
LLM Cost Analysis & ROI
Implementation Costs
Cost Category | One-time Cost ($) | Monthly Cost ($) | Annual Cost ($) | Notes | Actions |
---|---|---|---|---|---|
$180,000 | |||||
$540,000 | |||||
$300,000 |
Total One-time Costs
$300,000
Total Monthly Costs
$85,000
Total Annual Costs
$1,020,000
ROI Analysis
Total Annual Benefits
$1,500,000
Net Annual Value
$480,000
ROI Percentage
47%
Payback Period
0.9 years
Cost Optimization Opportunities
Optimization | Potential Savings ($) | Implementation Effort | Timeline | Risk Level | Status | Actions |
---|---|---|---|---|---|---|
LLM Implementation Roadmap
Phase-based Implementation Plan
Phase | Initiative | Duration (weeks) | Dependencies | Owner | Success Criteria | Status | Actions |
---|---|---|---|---|---|---|---|
Key Milestones
Milestone | Target Date | Deliverables | Success Metrics | Risk Level | Actions |
---|---|---|---|---|---|
Resource Allocation
Resource Type | Quantity Needed | Availability | Cost per Month ($) | Allocation Period | Total Cost ($) | Actions |
---|---|---|---|---|---|---|
months | $540,000 |
Total Resource Cost
$540,000
Risk Mitigation Plan
Risk | Impact | Probability | Mitigation Strategy | Owner | Status | Actions |
---|---|---|---|---|---|---|