Your reliable partner in AI-driven

Digital Transformation

Empowering the modern business with tailored AI software development, IoT architecture, and innovation.

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For 14+ years now we have been responsible for your projects and we are proud of it!

350+
Developed custom solutions
25+
Countries, including the USA
3+
Years’ Сlient engagement
70%
Senior engineers
98%
Satisfaction rate
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Services we provide

As an AI software development company, we offer stable, scalable software that runs mission-critical operations and governed AI systems that unlock new levels of automation and intelligence.

Applied AI and GenAI systems

We engineer governed AI systems. Using our proprietary Agentic Development Lifecycle (ADLC), we design secure, production-ready AI architectures that operate inside enterprise guardrails – with hallucination control, token modeling, red-teaming, and strict access governance. It includes:

Enterprise RAG systems.
Custom copilots & AI assistants.
Agentic workflows.
LLM fine-tuning & private models.
AI readiness & pilot & prove programs.
AI development

Internet of Things development

We can consult on building IoT infrastructure or develop high-quality IoT software for enterprises and startups, focused on connected devices that you can control and manage via web and mobile applications. IoT systems become even more powerful when combined with AI-driven predictive and autonomous capabilities.

Our IoT expertise includes:

Enterprise IoT architecture design.
Predictive maintenance systems.
IoT security & compliance frameworks.
IoT integration into legacy systems.
Real-time monitoring and analytics.
Internet of Things development

AI-powered software development

We design and build scalable, high-performance software engineered for long-term stability and growth.

From MVPs to complex enterprise platforms, we deliver structured architectures, clean codebases, and predictable development timelines.

Our internal AI-augmented engineering workflows accelerate:

Architecture validation.
Code generation and review.
Automated testing.
Documentation.
Refactoring.
Software product development

Enterprise software development

For companies with complex legacy systems supporting mission-critical operations, we offer strong competencies in modernization services. We bridge 15-year-old legacy systems with modern AI infrastructure through secure APIs and structured data pipelines. 

This includes:

Refactoring legacy monoliths into modular architectures.
API-first system transformations.
Secure cloud migrations.
Backend system redesign.
High-load platform engineering.
Enterprise software development
Applied AI and GenAI systems

We engineer governed AI systems. Using our proprietary Agentic Development Lifecycle (ADLC), we design secure, production-ready AI architectures that operate inside enterprise guardrails – with hallucination control, token modeling, red-teaming, and strict access governance. It includes:

Enterprise RAG systems.
Custom copilots & AI assistants.
Agentic workflows.
LLM fine-tuning & private models.
AI readiness & pilot & prove programs.
AI development
Internet of Things development

We can consult on building IoT infrastructure or develop high-quality IoT software for enterprises and startups, focused on connected devices that you can control and manage via web and mobile applications. IoT systems become even more powerful when combined with AI-driven predictive and autonomous capabilities.

Our IoT expertise includes:

Enterprise IoT architecture design.
Predictive maintenance systems.
IoT security & compliance frameworks.
IoT integration into legacy systems.
Real-time monitoring and analytics.
Internet of Things development
AI-powered software development

We design and build scalable, high-performance software engineered for long-term stability and growth.

From MVPs to complex enterprise platforms, we deliver structured architectures, clean codebases, and predictable development timelines.

Our internal AI-augmented engineering workflows accelerate:

Architecture validation.
Code generation and review.
Automated testing.
Documentation.
Refactoring.
Software product development
Enterprise software development

For companies with complex legacy systems supporting mission-critical operations, we offer strong competencies in modernization services. We bridge 15-year-old legacy systems with modern AI infrastructure through secure APIs and structured data pipelines. 

This includes:

Refactoring legacy monoliths into modular architectures.
API-first system transformations.
Secure cloud migrations.
Backend system redesign.
High-load platform engineering.
Enterprise software development

We don’t just build software — we empower businesses to thrive in a digital-first world. By blending cutting-edge AI technology with transparent collaboration, we create solutions that make a difference.

The system has produced a significant competitive advantage in the industry thanks to SumatoSoft’s well-thought opinions.

They shouldered the burden of constantly updating a project management tool with a high level of detail and were committed to producing the best possible solution.

SumatoSoft is the firm to work with if you want to keep up to high standards. The professional workflows they stick to result in exceptional quality.

Important, they help you think with the business logic of your application and they don’t blindly follow what you are saying. Which is super important. Overall, great skills, good communication, and happy with the results so far.

We tried another company that one of our partners had used but they didn’t work out. I feel that SumatoSoft does a better investigation of what we’re asking for. They tell us how they plan to do a task and ask if that works for us. We chose them because their method worked with us.

The Rivalfox had the pleasure to work with SumatoSoft in building out core portions of our product, and the results really couldn’t have been better.

SumatoSoft provided us with engineering expertise, enthusiasm and great people that were focused on creating quality features quickly.

SumatoSoft succeeded in building a more manageable solution that is much easier to maintain.

We brought in SumatoSoft to help us reduce unexpected turbine failures, and the result met our expectations.

Thanks to SumatoSoft can-do attitude, amazing work ethic and willingness to tackle client’s problems as their own, they’ve become an integral part of our team. We’ve been truly impressed with their professionalism and performance and continue to work with a team on developing new applications.

We are completely satisfied with the results of our cooperation and will be happy to recommend SumatoSoft as a reliable and competent partner for development of web-based solutions

Together with the team, we have turned the MVP version of the service into a modern full-featured platform for online marketers. We are very satisfied with the work the SumatoSoft team has performed, and we would like to highlight the high level of technical expertise, coherence and efficiency of communication and flexibility in work.

We can say with confidence that SumatoSoft has realized all our ideas into practice.

From the early stages of the project, SumatoSoft demonstrated a proactive attitude, actively seeking opportunities to enhance the solution and anticipate our needs. They consistently took the initiative to address any potential issues, provide timely updates, and offer solutions to challenges that arose during development. This proactiveness greatly contributed to the project’s success and exceeded our expectations.

Working with SumatoSoft has been an outstanding experience. Their team is not only highly skilled but also incredibly responsive, collaborative, and committed to delivering quality results. I can’t recommend them enough! Thank you team SumatoSoft for bringing my vision to life.

SumatoSoft is flexible, efficient, and extremely good at planning and being proactive. They have also been very proactive in their approach throughout the project, seeking to understand the needs and the reasons behind them before launching into development, which has been helpful for maintaining direction and consistency, especially because the end client is regularly generating new ideas for added features.

I was impressed by SumatoSoft’s prices, especially for the project I wanted to do and in comparison to the quotes I received from a lot of other companies.

Also, their communication skills were great; it never felt like a long-distance project. It felt like SumatoSoft was working next door because their project manager was always keeping me updated. Initially.

Our Dual engine approach and principles

Zero-hallucination architecture

Under ADLC, we engineer systems where:

The model retrieves context from your private vector database.
Responses are restricted strictly to retrieved sources.
If information is missing, the system returns “insufficient data.”
Engineers simulate prompt injection attacks and adversarial misuse to verify system resilience.

Financial governance built-in

AI projects fail when cost predictability is ignored.

During ADLC, we:

Simulate token burn under projected usage.
Compare operational AI cost vs. manual workflow cost.
Optimize prompts and model selection.
Deploy smaller fine-tuned models when possible.
Architect hybrid search pipelines to reduce inference calls.

Secure by architecture

We build AI systems that compliance teams can approve.

Your proprietary data:

Is vectorized inside private infrastructure.
Is processed in VPC-isolated environments.
Never trains public foundational models.
Is protected by strict RBAC policies.

Innovation without losing control

You expand engineering discipline to operate effectively in the AI era.

The dual-engine approach allows you to:

Modernize legacy systems safely.
Introduce AI incrementally.
Prove ROI before scaling.
Connect AI agents to ERP, CRM, IoT, and data platforms.
Maintain governance at every step.

Multi-modal AI architecture

Knowledge rarely exists in clean text. We engineer multi-modal AI systems capable of processing. Using OCR pipelines and document parsing frameworks, structured and unstructured data are converted into secure, retrieval-ready formats. The AI retrieves the exact relevant chart, clause, or table, rather than the surrounding noise.

Scanned PDFs.
Financial tables.
Blueprints.
Slide decks.
Images and diagrams.
Zero-hallucination architecture

Under ADLC, we engineer systems where:

The model retrieves context from your private vector database.
Responses are restricted strictly to retrieved sources.
If information is missing, the system returns “insufficient data.”
Engineers simulate prompt injection attacks and adversarial misuse to verify system resilience.
Financial governance built-in

AI projects fail when cost predictability is ignored.

During ADLC, we:

Simulate token burn under projected usage.
Compare operational AI cost vs. manual workflow cost.
Optimize prompts and model selection.
Deploy smaller fine-tuned models when possible.
Architect hybrid search pipelines to reduce inference calls.
Secure by architecture

We build AI systems that compliance teams can approve.

Your proprietary data:

Is vectorized inside private infrastructure.
Is processed in VPC-isolated environments.
Never trains public foundational models.
Is protected by strict RBAC policies.
Innovation without losing control

You expand engineering discipline to operate effectively in the AI era.

The dual-engine approach allows you to:

Modernize legacy systems safely.
Introduce AI incrementally.
Prove ROI before scaling.
Connect AI agents to ERP, CRM, IoT, and data platforms.
Maintain governance at every step.
Multi-modal AI architecture

Knowledge rarely exists in clean text. We engineer multi-modal AI systems capable of processing. Using OCR pipelines and document parsing frameworks, structured and unstructured data are converted into secure, retrieval-ready formats. The AI retrieves the exact relevant chart, clause, or table, rather than the surrounding noise.

Scanned PDFs.
Financial tables.
Blueprints.
Slide decks.
Images and diagrams.
Engineering dimension Traditional SDLC Agentic ADLC

System logic model

Rule-based logic (deterministic)

Context-driven generation (probabilistic)

Quality assurance method

Manually controlled QA cycles

Algorithmic AI evaluation (RAGAS, LLM scoring)

Cost governance model

Static infrastructure cost

Token consumption forecasting

Release & Stability model

Versioned releases

Continuous AI evaluation & guardrail tuning

Input–output behavior

Input – Fixed Output

Input – Context Retrieval – Controlled Output

Engineering dimension

System logic model

Quality assurance method

Cost governance model

Release & Stability model

Input–output behavior

Traditional SDLC

Rule-based logic (deterministic)

Manually controlled QA cycles

Static infrastructure cost

Versioned releases

Input – Fixed Output

Agentic ADLC

Context-driven generation (probabilistic)

Algorithmic AI evaluation (RAGAS, LLM scoring)

Token consumption forecasting

Continuous AI evaluation & guardrail tuning

Input – Context Retrieval – Controlled Output

AI with high ROI without risk

Adopting AI should increase operational leverage – while maintaining security integrity, response accuracy, and predictable cloud costs. We engineer governed AI systems that are secure by design, financially predictable, and controllable in production.

Zero Data Leakage-01

Zero data leakage

Your proprietary data never trains public models. All processing occurs within isolated environments where strict access controls, encryption in transit and at rest, and zero-retention policies ensure your intellectual property remains fully protected at every stage of the AI workflow.

  • We deploy AI systems inside secure, VPC-isolated cloud environments (Azure OpenAI, AWS Bedrock) or privately hosted open-source models.
  • Your documents, databases, ERP records, and internal knowledge bases are indexed into private vector databases under strict role-based access control.
  • The language model processes your context with zero data retention.
  • For regulated industries, we support fully private or hybrid deployments.
  • ISO 27001 and ISO 9001 aligned security processes.
Prove Value Before You Scale-01

Prove value before you scale

Blank-check spending and uncontrolled token burn are eliminated through structured planning. Before full-scale development begins, we run a structured AI pilot & prove engagement:

  • We simulate expected usage volume.
  • We calculate projected monthly token consumption.
  • We model infrastructure costs under different load scenarios.
  • We optimize prompts and architecture for cost efficiency.

Leadership teams receive a clear total cost of ownership projection before committing to rollout. AI initiatives demonstrate measurable business impact – reduced manual workload, faster cycle times, and operational savings – prior to scaling.

Human-in-the-Loop Control-01

Human-in-the-loop control

Autonomous agents operate within defined governance structures.

We embed strict guardrails and override mechanisms into every AI system we deploy:

  • Deterministic grounding for fact-based answers.
  • Role-based permission layers.
  • Confidence scoring and evaluation frameworks.
  • Human approval workflows for sensitive actions.
  • Red-teaming and adversarial testing before production.

If the model does not have sufficient context, it is engineered to respond with “insufficient information” rather than generating unsupported content.

AI with High ROI Without Risk

Built for enterprise trust

Security forms the foundation of every deployment. From data ingestion pipelines and PII masking layers to continuous monitoring and evaluation scoring, each system is built under the Agentic Development Lifecycle (ADLC) – a structured framework for engineering probabilistic AI safely.

You gain:

  • Controlled innovation.
  • Financial predictability.
  • Compliance alignment.
  • Operational oversight.

AI accelerates your organization while preserving governance.

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Industries we help

Every industry operates on legacy systems and faces AI-driven transformation. We help organizations modernize safely by combining disciplined software engineering with governed agentic AI systems.

Healthcare

Healthcare

We build secure clinical platforms, patient portals, and IoT-enabled monitoring systems, then enhance them with HIPAA-compliant AI assistants that summarize medical documentation, support clinical trial matching, and analyze operational workflows. All AI systems operate inside private, access-controlled cloud environments with strict governance and evaluation controls.

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Fintech and insurance

Financial platforms demand auditability and regulatory compliance. We develop secure fintech systems and integrate governed AI for underwriting support, regulatory document retrieval, fraud analytics, and policy summarization. Through our ADLC framework, every model is evaluated for accuracy, cost predictability, and risk exposure before production deployment.

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Education

We build learning platforms and integrate secure AI capabilities that support grading, institutional knowledge retrieval, and performance analytics. Architects prioritize privacy, governance, and institutional control.

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Retail and ecommerce

We develop scalable commerce platforms and enhance them with AI-powered forecasting, customer service automation, and behavioral analytics. Every AI component includes token cost modeling and measurable ROI projections before full rollout.

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Manufacturing and energy

Industrial environments require reliability. We develop IoT and predictive maintenance platforms and embed AI models that analyze sensor data, detect anomalies, and enable engineers to securely query operational datasets. Deployments remain isolated within secure cloud architectures to protect industrial intellectual property.

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Professional Services

Knowledge-driven organizations rely on speed and precision. We build CRM and document management platforms enhanced by secure retrieval systems and AI copilots that assist with drafting, research, and analysis. Systems cite internal sources and operate within strict control boundaries.

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Logistics & Transportation

We engineer transportation management systems and supply chain platforms, then extend them with AI-driven forecasting, document retrieval, workflow automation, and ERP-integrated agents. Because we build both the core software and the AI layer, modern intelligence connects directly to existing operational infrastructure.

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Engineering & Construction

We develop structural analysis and project management systems and enhance them with multi-modal retrieval, document intelligence, and cost forecasting capabilities. AI systems operate under continuous evaluation and controlled deployment models.

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Marketing & Advertising

We build effective Client relationships with marketing automation tools that help optimize strategies, gather insights, and achieve brave goals.

Core tech stack we work with

AI foundational models
Orchestration & agent frameworks
Software development
Mobile development

Check this out if you want to know us better  

Why companies work with SumatoSoft

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Full transparency

The entire process is structured and visible from the very beginning. We define a clear roadmap, measurable KPIs, reporting cadence, sync formats, and testing conditions before development starts. You understand what is being built, how progress is tracked, and what defines success. Transparency is embedded into how we operate.

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Client involvement

Every organization manages delivery differently. Some require turnkey execution, others prefer close managerial participation. Our processes adapt to your preferred level of involvement while maintaining structured engineering discipline. We integrate into your governance framework and preserve predictability and accountability.

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AI-optimized cost efficiency

We use AI-augmented engineering to streamline development, automate repetitive workflows, and accelerate delivery without compromising quality. You benefit from faster time-to-market and efficient resource utilization, while we continuously invest in improving our engineering capabilities.

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Accurate scoping that protects outcomes

Successful software begins with precise scoping. Through detailed analysis and collaborative discovery, we clarify business objectives, define feature priorities, and establish a realistic development roadmap. This preparation prevents uncontrolled scope expansion, reduces budget overruns, and protects long-term delivery stability.

Resource planning

Thoughtful resource planning

Project success depends on assembling the right team. With a strong concentration of senior engineers, we carefully match expertise to technical complexity and business context. Our allocation process ensures the team is appropriately sized and aligned with delivery needs, creating balanced and efficient execution.

Risk management

Proactive risk management

Risk is managed deliberately. We continuously evaluate operational, technological, business, and external factors that may impact delivery. Potential threats are identified early, mitigation strategies are documented, and project health remains transparent throughout the engagement. When AI systems are involved, this discipline extends to model evaluation, security posture, and operational cost forecasting.

Change management

Structured change management

Requirements evolve during any meaningful software initiative. We manage change through a formalized process that records, evaluates, and prioritizes every modification based on feasibility and impact. This ensures adaptability while preserving timeline integrity and delivery quality.

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Building on strong values

Sustainability Commitment

We are committed to supporting sustainable growth and contributing to a better future. As proud members of the Council for Inclusive Capitalism, we integrate sustainable practices into our projects and operations, prioritizing long-term solutions that positively impact the environment, society, and economy.

Client-Centric Approach

Our Clients are at the heart of everything we do. We work tirelessly to understand their needs, exceed their expectations, and deliver solutions that align with their business goals, ensuring long-lasting and mutually beneficial relationships.

Agility and Adaptability

As evangelists of Agile and modern technologies, we embrace change in the technological landscape and adapt quickly. Our agile approach and well-established processes enable us to meet dynamic Client requirements and stay ahead of market trends.

Security and Confidentiality

As an ISO 9001 and ISO 27001-certified company, we adhere to the highest international standards for information security. From day one, we sign NDAs, implement industry-standard measures like two-factor authentication for internal systems, and enforce strict confidentiality rules among employees. We take every necessary step to ensure the Client’s business data remains secure.

Cultural Sensitivity

We respect and adapt to the cultural nuances of our Clients, employees, and partners. We operate internationally in regions like the USA, EU, Africa, Asia, and Latin America.

Let’s start

What’s next
1. Tell us your vision
2. Expert Discovery session
3. Receive your custom roadmap
4. Launch your project

If you have any questions, email us info@sumatosoft.com

    Please be informed that when you click the Send button Sumatosoft will process your personal data in accordance with our Privacy notice for the purpose of providing you with appropriate information.

    Elizabeth Khrushchynskaya
    Elizabeth Khrushchynskaya
    Account Manager
    Book a consultation
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    Frequently asked questions

    How long will development take?

    Timeline depends on:

    • Product complexity.
    • Quality and compliance requirements.
    • Integration dependencies.

    After discovery, we provide a clear roadmap with delivery milestones.

    How do you guarantee product quality?

    We follow structured delivery processes, use experienced senior engineers, and apply rigorous QA practices.

    For AI systems, we use evaluation frameworks, deterministic grounding, and red-teaming to ensure accuracy and stability.

    What methodologies do you use?

    For traditional systems, we use modern Agile frameworks within a structured SDLC.

    For autonomous AI systems, we apply the Agentic Development Lifecycle – ADLC – introducing hallucination control, cost modeling, and AI-specific risk management. We also monitor the best practices among other AI software development companies and actively implement them. 

    What is the difference between standard software development and the ADLC?

    Standard software development – SDLC – manages deterministic systems with predictable outputs.

    The ADLC governs probabilistic AI systems and adds structured controls such as hallucination evaluation, token cost forecasting, red-teaming, and continuous AI monitoring.

    We select the appropriate lifecycle based on the system being built.

    If you have any questions, email us info@sumatosoft.com

      Please be informed that when you click the Send button Sumatosoft will process your personal data in accordance with our Privacy notice for the purpose of providing you with appropriate information.

      Elizabeth Khrushchynskaya
      Elizabeth Khrushchynskaya
      Account Manager
      Book a consultation
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