BotLabs Blog — AI Chatbots & Business Automation
Practical guides on AI chatbots, Telegram bots, CRM integrations and business automation — from the team that builds it daily.
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AI and automation
Multi-agent AI systems for business: how they work and when to use them
How agent teams work, how they differ from workflows, what they may cost, and how to evaluate their value for a business process.
Ivan Deineka
September 28, 2026
8 min read
Real Estate
Real Estate Agency Automation: From Portal Enquiry to Property Viewing
How to bring portal enquiries together, qualify buyers, match current listings, schedule viewings, and preserve context in the CRM.
Ivan Deineka
September 28, 2026
8 min read
Technology
Corporate AI Knowledge Bases: How RAG Works and Where to Start
A practical guide to corporate RAG knowledge bases: choosing sources, enforcing access, evaluating answers, and planning a limited pilot.
Ivan Deineka
September 28, 2026
10 min read
Artificial Intelligence
How to Reduce AI Token Costs Without Losing Quality
Optimize from usage data: measure cost per successful task and test caching, batch processing, and model routing.
Ivan Deineka
September 28, 2026
9 min read
Artificial Intelligence
How Much Does RAG Cost at 50,000–100,000 Requests a Month?
Request volume alone does not determine RAG cost: include tokens, model calls, retries, retrieval, and maintenance.
Ivan Deineka
September 27, 2026
8 min read
Technology
AI-generated unit and end-to-end tests: choosing tools and measuring value
Compare unit and end-to-end test tools, verify generated tests against defects and prevent automated fixes from hiding bugs.
Ivan Deineka
September 26, 2026
11 min read
Technology
How to maintain code quality when junior developers use AI
Learning and delivery modes, comprehension-focused reviews and practical exercises can help juniors use AI while developing independence.
Ivan Deineka
September 25, 2026
11 min read
Technology
AI Bot Security for Business: Access, Data, and Action Controls
A practical AI bot security plan covering data access, CRM agent permissions, response validation, audit trails, and cost controls.
Ivan Deineka
September 24, 2026
8 min read
Technology
AI for legacy code: how to explore, document and refactor an unfamiliar system
Use AI to map an unfamiliar legacy system, capture its behavior in tests, document assumptions and refactor in small, verifiable steps.
Ivan Deineka
September 24, 2026
11 min read
