AI agent development services

AI agents that reason, plan, perform, and evolve –

your way to dump the bottlenecks.

AI projects often stop at chatbots or shortcuts that require human involvement to babysit every step they take. AI agents are different – they reason and decide, plan, perform, and evolve.

That’s what we build.

When they’re built right, they don’t just help with providing customer support – they eliminate daily friction. It’s not another upgrade – it’s the way forward.

That’s what you get.

The challenges we solve

Too dynamic for scripts, too complex for bots, too repetitive for people – exactly right for agents.

1
Context-heavy decisions
2
Multi-step chaos
3
Disconnected systems
4
Too many edge cases

The results you get

Context-aware decisions

To reason and decide, not just to react.

Orchestrated workflows

To keep it moving from start to finish.

Coordination throughout

For systems and teams to work as one.

Exception handling at scale

To stop the issue from turning into delay.

AI agent feasibility assessment

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AI agent development services

AI agent development services

Work with Microsoft Gold Certified Partners with clients among well-known Fortune Global 200 Corporations. Get results, not praises and promises.

AI agent development company that gets the job done the right way.

A guide on implementation, for free Download document without email
AI agent development services

AI agent consulting? 100%!

We assess the setup and dig into the daily operation to identify the best-fitting use cases.

AI agent integration? Easy.

We make it work inside existing business ecosystems by connecting the parts without breaking what’s there.

AI agent development? Yes.

We build to meet your specific business environment and not the other way around.

AI chatbot development? Sure.

You get a chatbot that can do more than respond – it guides and supports with purpose.

AI agent development opportunities: from tasks to decisions

Task automation AI agents

An agent to handle specific tasks: data processing, document management, invoice processing, email response.

Process automation AI agents

An agent to handle entire flows (complex workflows that come with reasoning and use of tools across).

Problem-solving agents

An agent that follows specific focus – it analyzes a problem and finds a solution to accomplish the assignment.

Industry-specific solutions

A solution to match your industry: market dynamic, customer behavior, partner services, regulatory standards.

AI agent project roadmap

Get free
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We meet the need that brought you here

AI analyst, multi-agent system

Our client, a global advisory firm, was rich in datasets, but poor in insight – many formats, endless sources. Their teams had trouble with using those datasets for analysis and decisions.

That’s when we entered the game.

We built a modular multi-agent system that turns natural-language queries into grounded business insights. No more pointlessly wasted work hours.

Now, weeks of work are done in days.

And build the type of agent you need

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Goal-based

that has specific goals and plans action sequences to get to them
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Utility-based

that chooses the actions that deliver the most
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Learning

that learns from experience and evolves in accordance
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Multi-agent

that solves complex problems through agents working collaboratively

The steps we’ll take

1
Architect
Roles, objectives, tools, boundaries
2
Orchestrate
All-round coordination
3
Guard
Guardrails, evaluation, traceability, compliance
4
Scale
Monitoring, tuning, rollout, control
Why choose our team

Why choose our team

19+ years

19+ years of dedicated, science-driven engineering.

300+ employees

86% of specialists who hold MS degrees in engineering.

270+ projects

A proven track record and confident 4.9 rating on Clutch.

R&D lab

AI/CV lab that counts 50+ experts in math and physics.

Client’s reviews

Tony Clarey
Tony Clarey
Founder of an IT Consulting Company, USA

ABTO’s flexibility helps deal with unexpected situations, which often occur in business. Stakeholders chenge their minds, or suffer unexpected business shocks.

Philip Nussbaumer
Philip Nussbaumer
Head of Products at Up-Great AG, Switzerland

Abto Software specialists developed a huge and extremely flexible SharePoint Client App for a Swiss customer providing various IT services, including the development of software based on SharePoint and its extensions.

Andreas Meier
Andreas Meier
Head of Product Development at Skybow, Switzerland

We started to build a dedicated team in Lviv together with Abto Software 3 years ago. As a product vendor, we rely on resources that can build up knowledge about our products long-term. Abto was able to provide us with these services.

The stack we’ll use

  • Models & modalities

    GPT-4, GPT-4o, Claude 3, Gemini 1.5, Mistral, Mixtral, LLaMA 2/3, Vision-Language Models, GPT-4o Vision, Gemini Vision, LLaVA, Kosmos-2, OpenAI Embeddings, BGE, E5, Instructor, Cohere Embeddings

  • Architecture

    LangChain Agents, CrewAI, AutoGen, SuperAGI, MetaGPT, ReAct, Plan-and-Execute, Tree of Thought, Reflexion, Decomposition, Vector Memory, Long-Term Context, Episodic Recall, Memory Graphs

  • RAG & retrieval

    Pinecone, Weaviate, Qdrant, Chroma, Vespa, LangChain, LlamaIndex, Haystack, DSPy, Dense Retrieval, Hybrid Retrieval, Reranking, Query Rewriting, Generative Feedback Loop, Self-RAG, Search-Augmented Prompting

  • Tools & actionability

    Function Calling, Toolformer, API Tools, Plugin Interfaces, Code Interpreter, External APIs, Browsing Tools, Zapier-like Chains, Critique Loops, Reflection, Tool Discovery, MCP, Skill Acquisition

  • Orchestration & infrastructure

    LangGraph, AutoGen Runtime, CrewAI Scheduler, AWS Bedrock, OpenAI API, Azure OpenAI, Anthropic Claude, Ollama, vLLM, DeepSpeed, Langfuse, PromptLayer, Helicone, E2B

  • Safety & evaluation

    Guardrails AI, NeMo Guardrails, Rebuff, Faithfulness, Groundedness, Hallucination Detection, HELM, APE, MMLU, OpenDecomp

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    FAQ

    How much does custom AI agent development cost?

    The budget for your AI solution development project might fluctuate in dependence on several key factors – project size & complexity, required functionality, customization requirements, system integration, and others.

    To talk about custom AI agent development services, feel free to get in touch with us.

    How long does custom AI agent development take?

    The timeline for your AI solutions development project can change in dependence on factors usually including team size & expertise, resource availability, and more.

    To learn about custom AI agent development solutions, talk to our engineers.

    How do I get started with AI agents for my business operations?

    An expert-led, free estimate is the best way to begin:

    • We examine your workflows to determine the opportunities for successful AI automation
    • And compose a roadmap to integrate the custom AI model without disruption

    We recommend you entrust AI development to professionals!

    Can agents be integrated into already established ecosystems?

    Our autonomous AI agents are built for integration with already existing systems, no matter their complexity. You leverage AI agent capabilities without crashes.

    Let’s talk! We provide AI consulting, integration, development, and everything in between.

    How to properly choose a fitting AI agent development company?

    Do they have experience with production-ready AI agents (orchestration, integrations, guardrails, governance)? Can they prove results and not just show AI prototypes?

    How about a call with our leading engineers to discuss AI agent software development to meet your needs?

    Do you provide full-cycle AI agent development services?

    Of course, we provide full-cycle services to ensure we deliver high-level performance and eliminate any issues. On demand, you get ongoing support and maintenance.

    To get more details, talk with our engineers about custom AI agent software development – the consult is free!

    Why do we need AI agents for our business workflows?

    By leveraging the technology, you unlock multiple opportunities:

    • Personalized recommendations
    • Customer support
    • Sensibly faster, data-backed decision-making
    • Segmentation and targeting expertise
    • Code generation
    • Audit and review assistance, and other business-specific benefits

    What’s more, you instantly:

    • Automate repetitive tasks
    • Ensure operational continuity
    • Eliminate human error
    • Scale processes efficiently

    Contact us

    Tell your idea, request a quote or ask us a question