AI Built Around Your Business

Custom AI solutions that understand your workflows, integrate with your stack, and deliver measurable results.

const agent = createAgent({
  model: claude("claude-sonnet-4-20250514"),
  tools: [analyzeDocument, extractEntities],
  context: await loadBusinessRules(client),
});

const result = await agent.run(task);

What I Build

AI Integration

Your team spends hours on tasks AI could handle in minutes.

Custom AI workflows that save 20+ hours per week.

LLM-powered document analysis and summarization
Automated data extraction and classification
Fine-tuned models for domain-specific tasks

Agent Workflows

Complex processes still require manual coordination across tools.

Autonomous agents that orchestrate multi-step workflows end-to-end.

MCP-based tool orchestration and integration
Human-in-the-loop approval chains
Cross-system automation with intelligent routing

Data & AI Pipelines

Your data sits in silos, disconnected from decision-making.

Automated pipelines that turn raw data into actionable intelligence.

ETL pipelines with built-in data quality checks
Real-time streaming and event-driven architectures
ML model serving and monitoring infrastructure

Custom Development

Off-the-shelf software doesn't fit your specific business logic.

Purpose-built applications designed around how your team actually works.

Next.js and React full-stack applications
API design, integration, and third-party orchestration
Legacy system modernization and migration

Technologies I Work With

OpenAIAnthropicMCPLangChainAWSAzureGCPPythonTypeScriptNext.jsPostgreSQLDocker

Recent Work

Real problems, measurable outcomes.

Automated Compliance Review for FinTech

AI-powered regulatory document analysis replacing manual review workflows.

LLMPipelineFinTech

85% fasterreview time reduction

Intelligent Customer Onboarding Agent

MCP-orchestrated agent automating KYC verification and account setup.

AgentMCPBanking

3x fasteronboarding completion

Real-Time Fraud Detection Pipeline

Streaming ML pipeline reducing false positives while catching more fraud.

PipelineMLFinTech

92% accuracyfraud detection rate

What Clients Say

Jinghua didn't just build what we asked for -- she understood our business deeply enough to suggest solutions we hadn't considered. The AI integration saved our compliance team over 20 hours a week.

Thomas Weber

CTO, Financial Services

Working with Jinghua felt like having a senior AI engineer embedded in our team. She delivered a production-ready pipeline in half the time we expected.

Sarah van den Berg

Head of Engineering, Data Analytics

About Me

Jinghua Han

Founder & AI Consultant

I help companies design and build AI pipelines and agent workflows that fit the way their teams actually operate.

My work is driven by a constant pursuit of state-of-the-art approaches, not as hype, but as a practical way to bring better systems into production. That includes LLM integrations, MCP-based agent workflows, and data pipelines that connect models to real business processes.

I work closely with teams as an embedded technical partner, not an outsourced vendor. That means understanding your codebase, your constraints, and your goals before writing a single line of code.

Focus: State-of-the-art AI pipelines and agent workflows

Specializations: LLM integration, MCP agents, data/AI pipelines

Approach: Embedded technical partner, not outsourced vendor

How I Work

From first conversation to production deployment.

1
Discovery
Deep dive into your business, pain points, and goals.
2
Design
Architecture and solution design tailored to your stack.
3
Build
Iterative development with regular demos and feedback.
4
Deploy
Production rollout with monitoring and knowledge transfer.

1
Discovery
Deep dive into your business, pain points, and goals.
2
Design
Architecture and solution design tailored to your stack.
3
Build
Iterative development with regular demos and feedback.
4
Deploy
Production rollout with monitoring and knowledge transfer.