πŸ€– LLM Implementation Framework

Comprehensive assessment and planning tool for Large Language Model deployment

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