We design, integrate, and deploy production AI agents that work across your existing systems, APIs, data, and enterprise applications — automating the operational work your teams do every day.
// Built for real operations. Designed for security, control, and human oversight.
Employee / Customer
request
AI Agent
understand + plan
Business Logic
rules + policy
APIs · Data · Enterprise Systems
tools
Human Approval
when required
Action
completed work
// every step logged · permissions enforced · approvals honored
The Problem
Critical business processes often require employees to move between emails, spreadsheets, databases, internal tools, and enterprise applications just to complete a single task.
AI agents can change that. We build agents that understand the request, retrieve the right information, use your existing tools, follow your business rules, request approval when necessary, and complete the work.
Capabilities
// AUTOMATE · INTEGRATE · MODERNIZE · OPERATE
Turn repetitive operational workflows into intelligent, automated processes.
Connect AI agents to the systems where your business already operates.
Transform existing chatbots, assistants, scripts, and automation into modern AI agents.
Keep production agents reliable after launch.
Solutions
Investigates payment exceptions across transaction systems, customer data, policies, and operational tools — then recommends or executes the appropriate resolution with human approval where required.
Agent workflow
Investigates invoice and purchase-order exceptions across procurement systems, vendor data, contracts, and business policies.
Agent workflow
For growing businesses that want automation without a large enterprise software stack. Connect email, internal APIs, databases, CRM systems, documents, and business applications using AI agents and workflow automation.
Agent workflow
Turn existing chatbots, assistants, and automation into production AI agents without throwing away previous technology investments.
Agent workflow
Who We Work With
Growing Businesses
We can connect agents directly to:
Using technologies such as n8n and custom APIs behind the scenes.
Automate a WorkflowEnterprise
We support environments involving:
Designed for access control, auditability, and human approval where it matters.
Deploy Enterprise AgentsHow It Works
// DISCOVER → DESIGN → BUILD → DEPLOY → OPERATE
Identify repetitive, expensive, or slow business processes where agents can create measurable value.
Map the workflow, systems, APIs, business rules, permissions, risks, and human approvals.
Engineer the agent, tools, integrations, knowledge sources, and automation workflows.
Test, evaluate, secure, and deploy the agent into the real business environment.
Monitor performance, improve workflows, evaluate outcomes, and expand automation over time.
Technology
Your AI strategy shouldn't require replacing the systems that already run your business. We build agents around your existing technology.
We recommend technology based on your existing environment, requirements, security needs, and business process — not because we're tied to one vendor.
Governance
Production AI agents need clear boundaries, permissions, visibility, and accountability.
Require people to approve sensitive or high-impact actions.
Agents operate only within explicitly authorized systems and permissions.
Maintain records of important agent actions and workflow decisions.
Test agent behavior against expected outcomes before and after deployment.
Monitor failures, integrations, performance, and agent behavior.
Combine AI reasoning with deterministic controls where reliability matters.
Services
Identify the best opportunities for AI-agent automation and develop an implementation roadmap.
Starting at $5,000
Rapidly automate one high-value workflow using AI, APIs, data, and workflow automation.
Starting at $7,500
Design and deploy a production-oriented AI agent around one meaningful business process.
Starting at $25,000
Multi-system AI agent implementations involving enterprise applications, security, governance, and complex integrations.
Starting at $75,000
Ongoing monitoring, evaluation, optimization, integration support, and expansion of deployed agents.
Starting at $5,000/month
Final pricing depends on workflow complexity, integrations, security requirements, and deployment environment.
About
Taolak Technologies LLC is founded by an experienced software engineering leader with roughly 15 years of software engineering and technology experience and an M.S. in Computer Science.
Agents are engineered the way production software is engineered — around real systems, real permissions, and real operational constraints.
Show us the process. We'll help you determine whether an AI agent can automate it, what systems it needs to connect to, and what it would take to put it into production.
Contact
A few details are enough to scope an AI Workflow Assessment. We'll respond with an honest read on whether an agent is the right answer.