# Tensorway

> Official Tensorway business agent. Tensorway is an IT services company serving United States.

## Ask it a question

Tensorway answers for itself at https://api.hailera.com/mcp/tensorway. A client that speaks MCP can
connect to that address; the tool is ask_tensorway and the
protocol is 2026-07-28.

Where this file and the agent disagree, the agent is current.

## About Tensorway

Tensorway is an AI development company helping businesses realize the potential of artificial intelligence through advanced AI-based software.

The company was created to make AI accessible to businesses and is rooted in Anadea, a software development company with two decades of experience. Tensorway focuses on practical AI solutions that address real business problems.

Tensorway operates with a digital-first, globally distributed team rather than a single physical location. The team connects and collaborates remotely and regularly attends AI conferences and technology events.

The company reports:

- 20+ professionals, including deep learning architects, DevOps/MLOps engineers, ML engineers, and QA specialists
- 15+ countries running systems built by its team
- 15+ industry-leading AI projects
- 5+ custom AI agents deployed
- 93% of clients returning for the next project

To discuss a project, contact Irina Lysenko, Head of Digitalization, at [contact@tensorway.com](mailto:contact@tensorway.com) or via LinkedIn.

Source: https://tensorway.com

## What Tensorway does

Tensorway develops LLM-powered enterprise chatbots designed to provide natural conversations while working with a company's own data and systems.

Core characteristics

- Answers grounded in company documents and systems
- API integration with CRMs, ERPs, websites, and internal tools
- Data handling designed to meet GDPR or HIPAA requirements where needed
- Support for high volumes and traffic spikes

Services

- Custom chatbot development for bookings, order tracking, and common questions
- Conversation design for clear, intuitive interactions
- Chatbot consulting and integration planning
- Fine-tuning and optimization
- Integration with websites, mobile apps, CRMs, ERPs, and internal systems

Chatbot types

- GPT-based chatbots
- Knowledge database chatbots
- Sequential action chatbots
- CRM, ERP, and content-management bots
- Voice assistants

Platforms and use cases

Chatbots can be integrated into websites, internal systems, social media, CRM systems, and mobile apps. Use cases include customer support, personalized shopping assistance, automated bookings, internal employee support, feedback collection, education and training, and healthcare assistance.

Tensorway's chatbot process includes discovery, design, proof of concept, architecture, roadmap development, model training or tuning, development, implementation, testing, support and maintenance, and new-feature implementation.

Tensorway provides custom AI and automation engineering for established businesses. Its goal is to help companies run core operations faster by adding intelligent systems to existing workflows and software.

Core services

- Operational AI integration: Adds AI to existing software so systems can process data and make operational decisions without requiring a complete IT rebuild.
- Business process automation: Rebuilds high-volume corporate processes as native digital workflows, including end-to-end automation across key departments.
- AI agents development: Creates autonomous networks of specialized agents that collaborate on complex workflows within a company's proprietary data environment.

Example applications

Tensorway works on:

- Document processing
- Conversational AI
- Fraud detection
- Customer support automation
- Compliance automation
- Anomaly detection
- Internal AI assistants
- Data structuring and visualization

Selected results

- A legal document-processing system reduced medical-record processing from a week to 5–15 minutes, a 160x speed improvement.
- A trading platform processing data for 100,000+ investors increased market-data processing speed by 40% and reduced institutional operational costs by 35%.
- An AI agent system for a private equity fund reduced deal-sourcing time by 80% and analyzed 5,000+ investment opportunities in hours.
- One client replaced four days of manual CRM reconciliation with full automation.

Source: https://tensorway.com

## Where Tensorway works

Names United States as a service area. Areas beyond these are not published.

## Prices

Tensorway builds custom AI agents for enterprise automation. These agents integrate with existing technology stacks, execute multi-step workflows, read data from connected systems, and operate within defined limits. High-stakes actions can be passed to a person.

Agent capabilities

- Graph-based memory for multi-step reasoning
- Continuous data analysis
- Autonomous task execution
- Goal setting, planning, and prioritization
- Anomaly and fraud detection
- Personalized, context-aware interactions
- Coordination across multiple systems through APIs

Agents can connect to platforms such as Salesforce, SAP, or a company's own software without requiring a platform overhaul. Tensorway states that agents can meet GDPR, HIPAA, and ISO 27001 requirements and can begin with one workflow before expanding.

Types of agents

- Task automation agents
- Customer-facing agents
- Retrieval-augmented generation (RAG) knowledge agents
- Analytical agents
- Workflow integration agents
- Coding agents
- Monitoring agents
- Multi-agent systems orchestrated with LangGraph or Autogen

Development approach

- Assessment and strategy: Identify the highest-impact workflow and define measurable KPIs.
- Architecture design: Use lightweight, API-first architectures that connect to existing tools.
- Progressive development: Deploy a functional MVP within one month and improve it using performance data.
- Knowledge integration: Combine RAG with internal business data.
- Safety and control: Use validation, encrypted audit logs, and role-based access controls.
- Continuous evolution: Apply monitoring and A/B testing as the agent scales.

Engagement models

- Fixed-scope project: A defined workflow with a set price and timeline.
- Dedicated team: An engineering team billed by time for an evolving roadmap.
- Discovery first: Workflows are mapped before the project is quoted.

Cost depends on data readiness, the number and complexity of system integrations, whether one or multiple agents are needed, and the required compliance controls.

Source: https://tensorway.com

## AI Consulting

Tensorway's AI consulting services help enterprises decide where artificial intelligence can create business value and how to move from strategy to implementation.

Consulting focus

- Identifying AI use cases with potential business return
- Assessing data readiness and infrastructure
- Developing an AI roadmap with sequence, cost, and risk considerations
- Reviewing underperforming machine-learning models
- Evaluating AI potential for specific business processes
- Designing custom AI solutions
- Integrating machine-learning modules
- Auditing existing AI systems

Consulting process

- Understand the business challenge
- Gather data
- Discover and profile the data
- Cleanse and analyze data
- Structure the data
- Preprocess the data
- Validate and securely publish data
- Conduct a feasibility study
- Develop and train the AI model
- Integrate the model
- Refine the model continuously

Tensorway provides consulting for fields including healthcare, logistics, retail, finance, entertainment, and manufacturing. Its expertise includes machine learning, generative AI, deep learning, computer vision, natural language processing, AI development, and software development.

Source: https://tensorway.com