Custom AI agent development

Custom AI agent development

Build high-performance AI agents for complex business and technical challenges. We handle specific domains, regulations, and edge cases with custom logic and integrations.

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Intelligent Process Orchestration

Intelligent Process Orchestration

Tailored intelligence for the processes that generic tools can’t handle.

When workflows span systems, edge cases multiply, or compliance can't be compromised, off-the-shelf AI won't cut it. We design and deploy autonomous AI agents purpose-built to act within your real-world constraints, orchestrating complex workflows with intelligent task routing and adaptive decision-making capabilities.

Built on proven frameworks like LangChain and LangFlow, these systems integrate securely with existing enterprise infrastructure while maintaining strict compliance requirements. Domain-tuned language models process industry-specific terminology and regulatory constraints, enabling intelligent automation of processes that previously required constant human oversight.

Whether you need a logistics copilot, a claims-processing orchestrator, or a research assistant embedded in your decision flow, we build agents that deliver measurable outcomes, not just prototypes. These agents handle unstructured data interpretation, maintain contextual memory across extended processes, and adapt to exceptions in real-time.

This service requires 3-6 month development cycles with dedicated technical teams, making it suitable for organizations where complex, repeatable processes represent significant operational bottlenecks.

When work gets complex, your systems give up

When work gets complex, your systems give up

Processes that once worked now break down under scale, speed, and complexity. AI agents are built to handle what RPA and workflows can’t.

RPA breaks under exceptions

Standard automation fails when logic changes weekly, data lives in 4 places, and 10% of cases require judgment.

Agents reason through edge cases and make decisions, not just follow scripts.

Ops teams are buried in triage

Operations teams spend hours per day routing requests, checking conditions, and coordinating responses.

Agents can reduce workload by 40–60% within weeks of deployment.

Your stack is fractured

ERP, CRM, email, Excel, ticketing tools - none of it connects cleanly.

Our agents operate across systems: pulling from APIs, updating records, triggering actions, without manual touchpoints.

Every delay increases complexity

Backlogs grow, audits pile up, and workaround processes become permanent.

Early adopters ship agents to production in 6–10 weeks, not quarters.

Compliance risk is rising

With GDPR, HIPAA, and now the EU AI Act, blind automation is a liability.

Our agents are built with traceability, permissions, and audit logs by design.

ROI is operational, not hypothetical

We’ve seen agents cut underwriting time by 60%, reduce manual handoffs in care coordination by 70%, and triple throughput in document-heavy workflows.

Not “potential” - actual delivery.

“We’ve been using lunari.ai to kick start every new project and can’t imagine working without it.”

“We’ve been using lunari.ai to kick start every new project and can’t imagine working without it.”

Candice Wu

Product Manager, Sisyphus

Proven ROI from enterprise agentic AI

Deployment results from multi-agent systems transforming complex business operations

74%

Organizations exceed ROI expectations

Organizations report that their most advanced AI initiatives are meeting or exceeding ROI expectations with enterprise agentic systems

36%

Work tasks automated or expedited

More than half (52%) of companies expect agentic AI to automate or expedite 26% to 50% of those workloads


3-6

Months to production deployment

Custom agent systems handling enterprise-complexity processes deploy faster than traditional automation while delivering superior adaptability

42%

Organizations report cost fall from AI

Leaders expect 60% higher AI-driven revenue growth and nearly 50% greater cost reductions by 2027 compared with others.

How lunari teams work

How lunari teams work

From idea to impact in 6-12 weeks with clear milestones at every step.

Technical Discovery & Process Analysis

Deep assessment of complex business workflows and technical requirements

  • Multi-stakeholder process mapping and bottleneck identification

  • Legacy system integration feasibility analysis

  • Regulatory compliance and security requirements review

  • Agent architecture planning and technology stack selection

Agent Design & System Architecture

Multi-agent system blueprint tailored to your domain complexity

  • Agent role definition and interaction protocols

  • LLM fine-tuning strategy for domain-specific logic

  • Cross-system integration design with secure APIs

  • Governance framework and human oversight mechanisms

Development & Integration

Build sophisticated agent networks using enterprise frameworks

  • Custom agent development using LangChain/LangFlow

  • RAG implementation with proprietary knowledge bases

  • Multi-agent orchestration and communication protocols

  • Comprehensive testing with edge cases and exception handling

Deployment & Tuning

Live system launch with continuous optimization capabilities

  • Staged rollout with minimal business disruption

  • Real-time monitoring and performance analytics

  • Agent behavior refinement based on production data

  • Scalability testing and system reliability validation

Scale & Continuous Evolution

Expand agent capabilities across additional business processes

  • Success metrics tracking and ROI measurement

  • Additional workflow integration and agent specialization

  • Team training on agent management and oversight

  • Long-term optimization and capability enhancement

Start your AI transformation

Start your AI transformation

FAQs

FAQs

Everything you need to know about working with AI agents and our process.

What makes custom AI agents different from off-the-shelf AI tools?

Custom AI agents are purpose-built for your specific business logic, regulatory requirements, and system integrations.

Unlike generic AI tools, they understand your domain terminology, follow your compliance protocols, and integrate seamlessly with your existing infrastructure while handling complex multi-step processes autonomously.

What makes custom AI agents different from off-the-shelf AI tools?

Custom AI agents are purpose-built for your specific business logic, regulatory requirements, and system integrations.

Unlike generic AI tools, they understand your domain terminology, follow your compliance protocols, and integrate seamlessly with your existing infrastructure while handling complex multi-step processes autonomously.

What makes custom AI agents different from off-the-shelf AI tools?

Custom AI agents are purpose-built for your specific business logic, regulatory requirements, and system integrations.

Unlike generic AI tools, they understand your domain terminology, follow your compliance protocols, and integrate seamlessly with your existing infrastructure while handling complex multi-step processes autonomously.

How long does it take to deploy a custom AI agent system?

How long does it take to deploy a custom AI agent system?

How long does it take to deploy a custom AI agent system?

What types of business processes are suitable for agentic AI?

What types of business processes are suitable for agentic AI?

What types of business processes are suitable for agentic AI?

How do you ensure data security and regulatory compliance?

How do you ensure data security and regulatory compliance?

How do you ensure data security and regulatory compliance?

What level of technical expertise is required to manage AI agents?

What level of technical expertise is required to manage AI agents?

What level of technical expertise is required to manage AI agents?

How do you measure the ROI of custom AI agent implementations?

How do you measure the ROI of custom AI agent implementations?

How do you measure the ROI of custom AI agent implementations?

Start your AI transformation

lunari.ai

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