AI agent development services

AI agents that plan, autonomously decide, and evolve — turning your workflows into self-optimizing systems

18+

years of experience

40+

AI experts on board

50+

AI projects

Reach out for tailored AI agent development services

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AI agents are a breakthrough technology designed to act autonomously, manage complex workflows, and make real-time decisions by leveraging tools and resources, all without constant human input. Unlike traditional AI-based solutions that simply process language or data, AI agents understand context, adapt to changing conditions, and collaborate with other systems.

They remember user preferences, get smarter with every interaction, and operate as intelligent co-pilots across business processes. We don’t just build AI agents — we engineer them to deliver long-term value, scalability, and strategic advantage for forward-thinking organizations.

Abto Software – your trusted AI agents development company.

Work with Microsoft Gold Certified Partners with clients among well-known Fortune Global 200 Corporations. We build custom products that deliver actionable insights.

Why your business needs AI agents

Data-backed decision-making

Our custom AI agents can analyze massive datasets to reveal market trends and deliver actionable insights.

Code generation

AI agents can write, verify, debug, and optimize code snippets to simplify your standard software development.

Personalized recommendations

AI agents are precisely tailored to specific user behavior and preferences to suggest relevant products and services.

Targeting expertise

Our smart multi-agent systems can cluster users based on demographics, behavior, preferences, and interests to direct marketing efforts in accordance.

Audit and review assistance

AI agents can pinpoint missed risks and ensure legal compliance by identifying human error across documents.

Customer support

AI agents steadily provide round-the-clock assistance without stockpiling everyday inquiries to troubleshoot.

AI agents to automate business routines: practical application

Business benefitDescriptionExamples
Data-backed decision-makingThe analysis of datasets to reveal important patterns and deliver smarter choices.
  • Sales forecasting
  • Risk stratification
  • Investment analysis
  • Hiring decisions
Code generationThe assistance in writing and completing code based on prompts for efficiency.
  • Boilerplate writing
  • Pseudocode-to-code conversion
  • Unit testing
  • Bug fixing
Personalized recommendationsThe delivery of content and suggestions by analyzing specific behavior and preferences.
  • Product and service suggestion
  • Learning paths
Targeting expertiseThe matching of subjects and objects to meet a skill or need.
  • Case assignment
  • Consultant matching
  • Q&A routing
  • Smart staffing
Audit and review assistanceThe flagging of inconsistencies or issues in records or content.
  • Code analysis
  • Content moderation
  • Contract analysis
  • Regulatory checks
Customer supportThe handling of queries in real-time to resolve customer issues.
  • IT helpdesk
  • Troubleshooting guidance
  • Appointment scheduling
  • Claims handling

Unlock real business value with custom AI agents built the right way

AI agents are redefining business automation by going beyond conventional, rule-based and NLP-only tools. Our agents are designed to sense, think, adapt, and grow — unlocking smarter, proactive operations.

Task delegation & process automation
Document handling & assisted scheduling
Workflow optimization
Data analysis & predictive insights
Sentiment & performance tracking
Market trend detection
Personalized support
Conversational AI with memory
Instant responses & proactive notifications
24/7 intelligent assistance

AI agent development services

1

Smooth AI agent integration

We embed intelligent agents into your existing systems with zero disruption.

  • Integrate single or multi-agent systems into CRMs, ERPs, or custom platforms
  • Ensure real-time orchestration across tools and services
  • Leverage API-first architecture, microservices, and containerization
  • Enable cloud, hybrid, or on-prem deployment
2

Strategic AI agent consulting & architecture

We guide you through building an AI agent-driven ecosystem that works.

  • Identify high-impact agent use cases and ROI opportunities
  • Recommend LLMs, toolkits, and system architectures
  • Ensure regulatory compliance (e.g. GDPR, HIPAA)
  • Design scalable multi-agent frameworks
3

Custom AI agent development

We build smart, adaptive AI agents tailored to your business.

  • Create autonomous task and decision-making agents
  • Develop context-aware, memory-enabled virtual assistants
  • Fine-tune LLMs and prompts for domain-specific logic
  • Engineer agents for healthcare, finance, logistics, and more
4

AI agents support and optimization

We keep your AI agents evolving and high-performing over time.

  • Monitor agent behavior and continuously improve performance
  • Implement user feedback loops and real-world tuning
  • Maintain secure, up-to-date agent ecosystems
  • Scale across teams and processes with confidence

The types of different AI agents: general comparison

Agent typeCharacteristicsExamples
Simple reflex agentsThey operate by following predefined rules and perceptions without memory
  • Control systems
  • Spam filters
  • Motion-sensor lights
  • Hand dryers
Model-based reflex agentsCan maintain a model of the outer world by using both perceptions & memory
  • Smart thermostats
  • Vacuum robots
  • Smart chatbots
  • Virtual assistants
Goal-based agentsThese have specific goals and plan action sequences to achieve those goals
  • Navigation systems
  • Warehouse robots
Utility-based agentsCan choose an action by maximizing either a utility function or a desired outcome
  • Recommendation systems
  • Ad engines
  • Complex decision-making
  • Autonomous vehicles
Learning agentsCan improve their performance over time by learning
  • Learning platforms
  • Virtual assistants
Multi-agent systemsCan solve complex problems by combining multiple agents working collaboratively
  • Swarm delivery drones
  • Coordinated traffic lights
  • Multiplayer game bots
  • Autonomous vehicle fleets

Automate tasks and processes, optimize workflows, and unlock AI efficiency

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AI agent practical application and use cases

1

Task automation AI agents

Our agents can target particular tasks – data processing, document management, email responses, and more. They handle well-defined functions to minimize human-guided interventions.

2

Process automation AI agents

Our agents can oversee entire processes & workflows to coordinate different-scope objectives and systems. They integrate different functions, monitor progress, update statuses, and autonomously adjust operations.

3

Problem-solving agents

Being designed with elaborated, role-based functionality, our agents have individual, task-specific assignments. They reason, analyze problems, generate solutions, and adapt to changes if needed.

4

Industry-specific solutions

Our solutions are designed with expert, domain-specific knowledge and experience for leaders across sectors. With datasets, right tools, best practices, and protocols that match your market, we deliver best-fit results.

The agents are already “breaking out of chat, and helping you take on tasks that get more and more complex,” – Maya Murad, IBM Research product manager.

“That opens up a whole new UX paradigm.”

Turn data into insights with tailored AI technology

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We serve

Healthcare
  • Intelligent scheduling
  • Doctor-patient mediation
  • Medication management
  • Medical coding & billing
Retail
  • Visual search
  • Voice ordering
  • Dynamic pricing
  • Stock control
Logistics & transportation
  • Order management
  • Touchpoint coordination
  • Fleet management
  • Route optimization
Energy & utilities
  • Grid management
  • Consumption monitoring
  • Equipment maintenance
  • Safety monitoring
Construction
  • Project planning
  • Scope estimation
  • Quality control
  • Risk management
Manufacturing
  • Production automation
  • Production scheduling
  • Quality assurance
  • Inventory control
Finance
  • Trading automation
  • Risk assessment
  • Fraud detection
  • Compliance monitoring
Security
  • Threat detection
  • Intrusion prevention
  • Surveillance analytics
  • Incident response

Abto Software’s AI agent development process

1. Defining the agent’s role and goals

  • We outline what the agent should do (e.g. automate scheduling, analyze documents, support customers)
  • Determine if it’s a single-agent system or part of a multi-agent environment

2. Designing the agent’s intelligence

  • Abto Software chooses between rule-based, ML-powered, or LLM-integrated reasoning
  • We plan how the agent will sense the environment, process input, make decisions, and take actions

3. Selection of tools, models, and infrastructure

  • Picking the right LLMs (e.g. GPT, Claude, etc.), APIs, and frameworks
  • Defining integration points with internal systems (e.g., CRMs, databases, third-party apps)
  • Establishing feedback loops for improvement

4. Prototyping & testing core behaviors

  • We build a minimum viable agent (MVA) that performs essential tasks
  • And test for decision accuracy, latency, and alignment with goals

5. Training & fine-tuning

  • Abto Software uses custom datasets or simulated environments to improve performance
  • If applicable, we enable memory and context retention for more personalized behavior

6. Deploying, monitoring & iterating

  • We launch the agent in a controlled setting
  • Monitor for correctness, adaptability, and user satisfaction
  • And continuously update its knowledge, logic, and integrations based on feedback

7. Optional (for advanced use cases):

  • Multi-agent coordination: Agents may need to collaborate or negotiate with each other
  • Tool usage & orchestration: let agents invoke tools, APIs, or even other agents (AutoGPT-style)
Why us

Why us

Global recognition

Abto Software has been repeatedly awarded for expertise spanning beyond traditional practices and expertise by Clutch, Techreviewer, TopDevelopers, Selected Firms, Design Rush, and other well-known platforms.

Work with an awarded AI agent development company to focus on mission-critical business goals, not coding.

Focus area

Since 2007, for almost two decades, Abto Software is dedicated to providing value-added products and services to clients across domains – healthcare, retail & distribution, logistics, energy & utilities, and other large sectors.

Partner with a trusted AI agent development company that knows your industry.

Expert team

Our team is stacked with experts in leveraging artificial intelligence, ML, DL, CV, NLP, and other key techniques.

We deliver:

  • AI consulting and strategy
  • Data preparation and engineering
  • AI development and customization
  • AI integration and deployment
  • AI automation
  • Enterprise-level solutions, and more

Abto Software’s AI agent technology stack

Core Models & Modalities

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

Agent Architectures

  • Agent Frameworks: LangChain Agents, CrewAI, AutoGen, Superagent, MetaGPT
  • Agent Behaviors: ReAct, Plan-and-Execute, Tree-of-Thought, Reflexion, Decomposition
  • Agent Memory: Vector Memory, Long-term Context, Episodic Recall, Memory Graphs

RAG & Retrieval Systems

  • Vector Databases: Pinecone, Weaviate, Qdrant, Chroma, Vespa
  • RAG Frameworks: LangChain, LlamaIndex, Haystack, DSPy
  • Retrieval Techniques: Dense Retrieval, Hybrid Retrieval, Reranking, Query Rewriting
  • Feedback Loops: Generative Feedback Loop, Self-RAG, Search-Augmented Prompting

Tool Use & Actionability

  • Tool Integration: Function Calling, Toolformer, API Tools, Plugin Interfaces
  • APIs & Execution: Code Interpreter, External APIs, Browsing Tools, Zapier-like Chains
  • Self-Improvement: Critique Loops, Reflection, Tool Discovery, MCP, Skill Acquisition

Orchestration & Infrastructure

  • Runtime Engines: LangGraph, AutoGen Runtime, CrewAI Scheduler
  • Hosting Platforms: AWS Badrock, OpenAI API, Azure OpenAI, Anthropic Claude, Ollama, vLLM, DeepSpeed
  • Monitoring Tools: Langfuse, PromptLayer, Helicone, E2B

Safety & Evaluation

  • Guardrails: Guardrails AI, NeMo Guardrails, Rebuff
  • Evaluation Techniques: Faithfulness, Groundedness, Hallucination Detection
  • Benchmarks: HELM, APE, MMLU, OpenDecomp

Use Cases & Agent Roles

  • Support Agents: Chatbots, Troubleshooting, Escalation Routing
  • Code Agents: AutoCode, Code Repair, AgentCoder, PromptCoder
  • Research Agents: Web Search, Paper Summarizer, Citation Tracking
  • Workflow Agents: Autonomous Tasks, Cron Agents, Task Chains
  • Data Agents: BI Queries, Data Extraction, SQL/NLP Agents

Clients’ 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.

AI agent development FAQ

How much can an 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.

During individual, free consultations, we provide initial estimates by analyzing client scenarios – reach out!  

How long can an AI agent’s 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 get an individual, free consultation, contact us.

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 automation
  • And compose a roadmap to integrate the technology without disruption

Can agents be integrated into already established ecosystems?

Our custom AI agents are built for integration with already existing ecosystems, no matter their complexity. You obtain AI capabilities without worrying about crashes.

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

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. 

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