AI TRANSFORMATION
AX & RAG for Real Work
Evaluate AI and RAG configurations against real cases, then connect the right components into an operational flow.- Real workflows
- AI & RAG evaluation
- Orchestration
WHY JJGO
The right system is found by evaluating real work.
Models and RAG pipelines perform differently across users, documents, cost, and security constraints. Real cases are used to compare quality, cost, and latency before models, retrieval, agents, tools, and human review are connected into the workflow.- Up to 80%
- Model lead-time reductionReduced the time to bring new AI models into service through standardization
- 30%
- Lower release risk & impactReduced service impact through independent model deployment and updates
- 80%
- Onboarding & experiment prepReduced preparation time through a standardized AI development environment
Source: self-reported project records in Jungju Lee’s portfolio and résumé.
EXPERTISE
How I can help
Workflow Discovery
Map users, workflows, documents, and exceptions into concrete evaluation cases.
AI & RAG Evaluation
Compare models, prompts, document preparation, retrieval, and reranking by quality, cost, and latency.
Orchestration
Connect task decomposition, routing, tool use, failure handling, and human review into one flow.
Production Evaluation
Use logs and feedback to track quality changes and update both the configuration and its evaluation criteria.
WHAT YOU GET
What we build together
Real-work scenarios & evaluation set
Real questions, documents, exceptions, and quality, cost, and latency measures for comparing configurations.
AI & RAG configuration
An evaluated combination of models, prompts, retrieval, reranking, and tools suited to the goal.
Orchestration & production evaluation
Routing, exception handling, human review, and monitoring connected into an operational flow.
WHEN TO START
When to start
- 01
The team wants to adopt AI or RAG but is unsure what to validate first in real work.
- 02
A PoC works, but answer quality changes with production documents and questions.
- 03
Models, RAG, agents, tools, and human review need to become one operational flow.
PROCESS
How we work
Scope and timeline are adjusted to your context.- 011 week
Analyze real work
Review users, workflows, documents, and constraints to define the scope and evaluation cases.
- 022–4 weeks
Evaluate configurations
Compare model, prompt, RAG, and tool combinations against real cases.
- 032–4 weeks
Orchestrate
Connect routing, exception handling, and human review into an operational service flow.
- 04Ongoing
Evaluate in production
Use logs and user feedback to adjust quality, cost, and configuration.
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