AZRUT ships agentic AI that deflects 40% of support tickets while keeping humans in the loop.
Global
Team Size: 6
Client
Leading Fintech Company
Agentic AI Development
Build Custom AI Agents Around Your Product Workflows
We design and build AI agents that understand goals, make decisions, execute tasks, and integrate with your tools to automate real business workflows.
Trusted by Top Brands
Our Services
Our Agentic AI Development Services
End-to-end conversational AI and autonomous agent solutions - from customer-facing chatbots to internal agentic AI workflows that automate complex tasks.
Agentic AI Consulting
Many businesses hear a lot about agentic AI, but it is not always clear where it can create real value. We help you identify the right use cases and plan adoption in a way that fits your goals and budget. This gives you a clear roadmap, better decision-making, and more confidence before you invest.
Agentic AI Workflow Design
Manual workflows often slow teams down and create avoidable errors. We design agentic AI workflows that handle tasks in a clear, reliable, and controlled way. This helps your team save time, improve consistency, and scale operations with less effort.
AI Agent Development
Generic AI tools do not always fit the way your business works. We build custom AI agents that work with your data, systems, and business processes. This helps you automate more work, improve accuracy, and create better customer and team experiences.
Agentic AI Integration
AI works best when it connects well with your existing tools and systems. We integrate agentic AI into your stack so data and actions can move smoothly across teams and platforms. This improves efficiency, reduces gaps in operations, and supports faster adoption.
Natural Language Processing
Language data can be hard to manage when it is unstructured, technical, or inconsistent. We build NLP solutions that help with tasks like classification, summarization, search, and support automation. This reduces manual work, improves response quality, and helps teams act on information faster.
Agentic AI Development Squad
Building agentic AI products often requires skills that are hard to hire for quickly. Our development squad works with your team to design, build, and launch AI solutions faster. This gives you flexible capacity, better execution, and quicker progress toward business goals.
OUR PORTFOLIO
A Slice of Our Portfolio
Every project starts with a real-world problem.
We are committed to solving it with quality, performance, and real impact.
AZRUT ships agentic AI that deflects 40% of support tickets while keeping humans in the loop.
AZRUT embedded a cross-functional squad to design intent-based agents with tool use, retrieval over approved knowledge bases, and hard guardrails on what each agent could read or change. We integrated the helpdesk and CRM, ran a phased pilot with human-in-the-loop review, and delivered monitoring so operations could tune deflection without sacrificing compliance or customer trust.
Technologies Used
LLMRAGNLPPythonOpenAIReact+2 more
Excellent
Our Process
Our Agentic AI Development Process
Structured delivery from conversational design through production deployment with continuous improvement based on real conversations.
1Step
Use Case & Conversation Design
Identify automation opportunities, map conversation flows, define intents and entities, establish success metrics, and design user experience for natural interactions.
2Step
Agent Architecture & Integration
Design agent architecture, select LLM and tools, implement knowledge base integration, configure API connections to business systems, and establish guardrails for safe autonomous operation.
3Step
Development & Training
Build conversational flows, implement NLP models, develop tool-using capabilities, create fallback handling, and train on domain-specific language and scenarios with comprehensive testing.
4Step
Deployment & Optimization
Production rollout with monitoring, analyze conversation patterns, refine responses based on user feedback, expand capabilities, and optimize performance for accuracy and efficiency.
Why Choose AZRUT
Why Choose AZRUT for Agentic AI Development Solutions?
We deliver production-grade conversational AI and autonomous agents with proven expertise in natural language understanding, workflow automation, and enterprise integration.
Proud Moments
"Highly process-oriented and deeply committed - a rare combination. Their consistent support through complex moments made our product a true success."
Robert
CEO, Leading AI SaaS Company
Flexible Engagement Models for
Agentic AI
Engage AZRUT the way your delivery needs: AZRUT Managed Service for end-to-end project ownership and delivery, AZRUT Squad for dedicated tech talent while your team manages the project, or AZRUT Advanced Squad for a full cross-functional team to accelerate delivery.
AZRUT CEO
Delivery Manager
Senior Architect
Lead Developer
Business Analyst
Frontend Engineer
QA Engineer
ML Engineer
AZRUT Managed Service
AZRUT Squad
AZRUT Squad Advanced
Best for
End-to-end Solution
Scale your Team Instantly
Cross-functional product delivery
Time line
Project based
Short Term
Long Term
Your Involvement
Review milestones
Manage and direct
Guide and approve
Outcome
End-to-end business Solution
Faster Delivery
Full Control
Need a fully managed team? We'll handle delivery end-to-end.
Book a Free ConsultationIndustries We Serve
Transforming Industries with Agentic AI Development
We build AI agents that fit into your existing workflow to improve decision-making and scale with your business. No matter your industry, our tech helps you work smarter and see real results.
STRATEGIC PARTNERS
Powering Innovation With Strategic Partnerships
AZRUT's strategic partnerships extend our ability to deliver exceptional results across industries. With access to thousands of certified, highly skilled professionals in recognized communities, we enhance client impact through deep expertise, agile execution, and a shared vision.
AWS
600+
Certified Professionals
Microsoft
400+
Certified Talent
GCP
200+
Certified Talent
Salesforce
100+
Certified Talent
Testimonials
Client Testimonials
Hear from our clients about their experience working with us
THE PROJECT
Talent Extension for Netherlands-Based IT Startup
Talent Extension
Feb. 2025 - Mar. 2026
THE REVIEW
"AZRUT's talent extension model gave us the flexibility we needed without the overhead of full-time hiring."
Jan 22, 2026
5.0
Quality5.0
Schedule5.0
Cost5.0
Willing to refer5.0
PROJECT SUMMARY:
AZRUT embedded three senior engineers into the client's existing squads to support a fast-growing IT startup in Amsterdam. Developers were matched to the client's tech stack and onboarded within two weeks.
FEEDBACK SUMMARY:
AZRUT delivered senior developers who were productive from day one with no ramp-up drag or culture mismatch. They integrated seamlessly into our sprint cycles and felt like genuine team members. We met every release deadline and closed our funding round on time. AZRUT is now our go-to partner whenever we need to scale fast.
THE REVIEWER
Pieter Van Den Berg
CTO, Leading IT Startup
AI Startup
Amsterdam, Netherlands
Verified
Agentic AI Development FAQ
Common questions about AI chatbot and agentic AI solutions
What's the difference between a chatbot and an agentic AI system?
Traditional chatbots follow scripted conversation flows and answer questions. Agentic AI systems are autonomous agents that can reason, use tools, access data, take actions, and execute multi-step workflows independently - they're goal-oriented and can operate with minimal human supervision.
How long does it take to build an AI chatbot?
Simple Q&A chatbots can be developed in 3-4 weeks. More sophisticated conversational agents with CRM integration, multi-turn dialogues, and handoff capabilities typically take 6-10 weeks. Complex agentic AI systems with workflow automation may require 10-14 weeks depending on integrations.
Can AI chatbots integrate with our existing systems?
Yes. We build chatbots that integrate with CRM platforms (Salesforce, HubSpot), support systems (Zendesk, Intercom), messaging channels (Slack, Teams, WhatsApp), and internal databases through secure APIs - enabling agents to access information and trigger actions across your technology stack.
How do you ensure AI agents don't take incorrect actions?
We implement multiple safety layers - confidence thresholds for autonomous actions, human-in-the-loop approval for sensitive operations, rollback mechanisms, action logging, clear scope boundaries, and continuous monitoring. Agents operate within defined guardrails specific to your risk tolerance.
What ROI can we expect from AI chatbot implementation?
Typical results include 40-60% reduction in support ticket volume, 70-80% faster response times, 24/7 availability, and 30-50% support cost savings. Sales chatbots often show 20-30% improvement in lead qualification efficiency and meeting booking rates.
Ready to Deploy Agentic AI Development?
Discuss your automation goals and customer experience challenges - we'll outline a practical implementation plan with clear ROI projections and success metrics.