Agentic AI development for SMEs and tech companies seeking scalable autonomous workflows.

Agentic AI Development Services

Bridge the gap between raw LLMs and actual business outcomes. NEKLO designs and deploys production-ready agents that handle complex, multi-step workflows independently — helping SMEs automate operations and tech companies scale proprietary agentic products with specialized engineering expertise.

Proven engineering: NEKLO by the numbers

20+

years in software development

120+

successful AI projects

~2-3

weeks for team setup & project start

70%

senior experts

How AI agents address your core challenges

Challenge
Description
Solution

The scaling ceiling

For many growing companies, scaling revenue requires a linear increase in headcount. Operational workflows — like processing complex vendor invoices or managing multi-channel supply chains — still rely on manual oversight to move data between systems.

We deploy agents that don't just "read" data but act on it. By integrating directly with your ERP and legacy software via MCP, our agents execute end-to-end operational tasks from validation to final entry. You can scale your volume without inflating your payroll.

Knowledge-to-action gap

Organizations often sit on mountains of data, yet their teams spend 60% of their time simply finding and synthesizing that information to make a single decision. Traditional AI can summarize the data, but it cannot take the next logical step.

Our solutions bridge this gap by utilizing "reasoning loops." Instead of just providing an answer, these agents initiate the solution—such as identifying a drop in inventory and automatically drafting the necessary purchase orders for approval based on historical lead times and current demand.

Reactive customer friction

Support and success teams are often stuck in a reactive loop, solving the same high-frequency, multi-step problems over and over. This leads to slow response times, human error, and customer churn, as standard chatbots only offer static answers.

We build proactive resolution agents capable of solving problems in real-time. Whether it's processing a complex refund that requires checking multiple internal databases or troubleshooting a technical integration issue, these agents follow the business logic through to completion.

Our full-spectrum AI agent services

AI agent strategy

Custom AI agent development

AI agent architecture and design

AI agent integration

AI agent lifecycle management

AI agent staff augmentation

Scalable agentic AI solutions for enterprise workflows

Custom agents

Replace rigid automation with agents built to your business logic. Whether qualifying high-intent leads or managing complex scheduling, our custom agents act as autonomous team members. They reason through tasks and adapt to changing data, delivering a level of personalization and efficiency that standard, off-the-shelf software cannot match.

System integration

Modernize your tech stack by connecting siloed systems through intelligent agents. We integrate AI into your CRM, ERP, and legacy databases to facilitate autonomous data transfer and real-time synchronization. This eliminates manual data entry errors and ensures your business intelligence is always current, actionable, and accessible across all departments.

Multi-agent systems

Deploy specialized agent teams to deal with multifaceted business challenges. By coordinating multiple agents — each focused on a specific task like inventory tracking or logistics — we create a self-orchestrating ecosystem. This collaborative approach allows for faster problem-solving and higher reliability, as agents check each other’s work and optimize end-to-end performance.

Domain assistants

Empower your staff with domain expertise on demand. Our agents are trained on your industry’s unique regulations, technical documentation, or internal policies. These assistants provide instant and accurate answers, significantly reducing the research burden on your senior staff and accelerating decision-making processes.

Decision agents

Shift from reactive to proactive management with agentic ai for business intelligence. These decision agents analyze vast datasets in real-time to provide recommendations or trigger actions based on predefined business rules. Use cases include dynamic pricing adjustments, fraud detection, and credit risk assessment, ensuring your operations remain agile and data-driven.

Workflow agents

Automate entire business processes from start to finish. Workflow agents manage long-running tasks like employee onboarding or vendor procurement by coordinating steps across various platforms. They handle follow-ups, verify documentation, and ensure compliance at every stage, allowing your human team to focus on high-value strategy instead of administrative oversight.
Agentic AI consulting for SME decision-makers seeking strategic roadmap clarity.

Not sure which agentic architecture fits your workflow?

Let’s map out a custom AI strategy that bridges your engineering gaps and delivers measurable operational ROI.

Enterprise-grade security and compliance

SOC 2 Type II

GDPR / CCPA

ISO 27001

Agentic AI company for tech firms requiring de-risked engineering and implementation.

Partner with a recognized agentic AI company to de-risk your roadmap

Our award-winning team is ready to audit your current architecture or design a custom agentic system from the ground up.

Our agentic AI development tech stack

Agent orchestration & frameworks

LangChain
LangChain
CrewAI
CrewAI
Microsoft AutoGen
Microsoft AutoGen
Haystack
Haystack

Large language models

ChatGPT
Claude
LLaMa
Gemini

Agent protocols & connectivity

Model Context Protocol
GraphQL API
REST API
gRPC
WebSocket

Vector databases & RAG

Pinecone
Weaviate
ChromaDB
PostgreSQL

Development & observability

Python
TypeScript
LangSmith
FastAPI
Docker
Kubernetes

Our agentic AI development services: from blueprint to deployment

Moving from a conceptual AI model to a stable, production-ready agent requires a predictable engineering framework. NEKLO follows an established stage-gated process to align autonomous capabilities with your business logic while ensuring security and architectural integrity.

1. Strategic discovery and roadmap

We start with deep agentic AI consulting services to identify high-impact automation targets. By analyzing your existing data silos and workflow bottlenecks, we define the agent’s logic, required tools, and success metrics. This ensures the final product can consistently deliver clear and measurable ROI.

2. Architecture design and tech selection

Precision engineering starts here. We select the optimal LLMs and orchestration frameworks like LangGraph or CrewAI while defining the integration layer via Model Context Protocol (MCP). Our architects design AI agents in a way that allows them to access the right data securely without compromising your infrastructure’s integrity or your internal performance standards.

3. Iterative development and orchestration

Our senior engineers build the agent’s reasoning loops and tool-use capabilities. We implement multi-agent communication protocols for seamless task handoff between specialized units. Through iterative cycles, we refine prompt chains and logic flows, transforming raw AI models into autonomous systems capable of executing complex, multi-step business operations.

4. QA & safety guardrails

Reliability is non-negotiable for production-grade agents. We implement robust guardrails to prevent hallucinations and ensure secure data handling. Our testing phase includes stress-testing the agentic loops, verifying API integrations, and optimizing for latency, so your autonomous systems are ready for use in critical and regulated environments.

5. Deployment and lifecycle optimization

Deployment is only the beginning. We integrate the agents into your production environment and establish continuous monitoring. By tracking performance and refining prompts based on real-world usage, we ensure your AI agents evolve alongside your business. This proactive approach minimizes technical debt and maintains peak efficiency as your operational needs scale.

1. Project discovery

We take the time to understand your needs, goals, expectations, and barriers to success. We perform an in-depth review of your current website and come up with a prioritized plan for improvements. We’ll share our expertise and develop a strategy to ensure a seamless transition to your new solution without losing data or traffic. At the end of discovery, we’ll both clearly understand the metrics for success.

2. Coordination

Here, we define team structure and allocate resources. We also outline and set up communication channels and progress-tracking tools so you have a transparent view of your project at all times. Planning is the key to efficient development and building long-term relationships with our clients.

3. Onboarding

Once everyone agrees on the plan, we gather the tools, environments, data, and 3rd party integrations we need to keep development running smoothly. Our testing environments let you see your project in action and allow us to identify any potential issues early in the process so solutions are built securely and efficiently from day one.

4. Development

Being a professional Hyvä themes developer requires more than development skills. Seamless deployments with minimal downtime, backups, data security, conversion, and SEO are taken into account from the first line of code, along with the visual design and user experience. Transparent progress reporting and regular communications ensure you always know the status of your project.

5. Training & documentation

Our projects aren’t complete until our clients are comfortable using them. We provide training and ongoing support so your team gets the maximum benefit of our work. And our documentation of the entire process makes it easy to adapt the project to your changing needs over time.
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Flexible engagement models for your AI agent

Full-cycle development

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Let NEKLO take end-to-end responsibility for your agentic AI solution. This model provides maximum certainty: you get a production-ready autonomous system delivered on time and within budget, backed by our senior project management and a rigorous, stage-gated engineering process.

Dedicated team

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We assemble a complete, cross-functional team committed to your AI development. Benefit from rapid project ramp-up and a predictable monthly burn rate, ensuring sustained engineering velocity. This model offers full transparency, agile reporting, and seamless alignment with your internal product vision.

Team augmentation

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Integrate specialized agentic AI talent directly into your existing project teams. Scale your engineering capacity within weeks to manage workload spikes, fill niche expertise gaps, and accelerate your product roadmap—all without the long-term HR overhead or complex hiring cycles of in-house recruitment.

FAQ

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