[ MOD // CRM ]
CRM rollout and autonomous AI sales agents
Sync your CRM systems with intelligent agents to automatically process inbound leads and manage deals 24/7.
AmoCRM / Bitrix24•Lead Processing•Pipeline Control
NEXT-GEN AI INFRASTRUCTUREProduction Ready
Autonomous AI agents and MCP architecture for your business
We do not build script-based chatbots. We deploy digital departments on MCP architecture—standalone or integrated with your CRM stack—cutting API spend by up to 70%.
live data flow
CRM / Request
MCP Orchestrator
Local utilities
Knowledge base (RAG)
// SOLUTIONS
Service matrix
Swipe →
[ MOD // SWARM ]
Turnkey AI agent development
Design and train specialized digital employees tailored to your company’s workflows, policies, and operational tasks.
Custom LLM•Reasoning Flows•Role Execution
[ MOD // OPTIM ]
IT consulting, SEO, and GEO optimization
Technical infrastructure audits, search ranking growth, and map visibility powered by AI-driven optimization.
Search API•SEO Boost•Maps Visibility
[ MOD // APPS ]
Web and desktop application development
High-load cross-platform apps, complex web services, and custom software built to your business requirements.
Web Apps•Desktop Soft•Backend Bridges
[ MOD // CRM ]
CRM rollout and autonomous AI sales agents
Sync your CRM systems with intelligent agents to automatically process inbound leads and manage deals 24/7.
AmoCRM / Bitrix24•Lead Processing•Pipeline Control
[ MOD // SWARM ]
Turnkey AI agent development
Design and train specialized digital employees tailored to your company’s workflows, policies, and operational tasks.
Custom LLM•Reasoning Flows•Role Execution
[ MOD // OPTIM ]
IT consulting, SEO, and GEO optimization
Technical infrastructure audits, search ranking growth, and map visibility powered by AI-driven optimization.
Search API•SEO Boost•Maps Visibility
[ MOD // APPS ]
Web and desktop application development
High-load cross-platform apps, complex web services, and custom software built to your business requirements.
Web Apps•Desktop Soft•Backend Bridges
We work with your stack and CRM systems
AmoCRMBitrix24SalesforceMicrosoft Dynamics 365Oracle NetSuite CRMZoho CRMCreatio1C:EnterpriseTelegram APIWhatsApp BusinessYandex CloudAmoCRMBitrix24SalesforceMicrosoft Dynamics 365Oracle NetSuite CRMZoho CRMCreatio1C:EnterpriseTelegram APIWhatsApp BusinessYandex CloudAmoCRMBitrix24SalesforceMicrosoft Dynamics 365Oracle NetSuite CRMZoho CRMCreatio1C:EnterpriseTelegram APIWhatsApp BusinessYandex Cloud
System Architecture
Autonomous agent system graph
Hover over any module to trace reasoning routes and token flow in real time.
ENGINE // CORECORE ROUTING ENGINE
The main FastMCP-based routing node distributes business tasks and coordinates all connected system modules.
MOD // CRMCRM INTELLIGENCE CONTOUR
Autonomous business process management, instant parsing of inbound client requests, and automatic deal progression inside your CRM systems.
AUTOMATIONLEAD PROCESSINGPIPELINE CONTROL
MOD // DATAKNOWLEDGE & CONTEXT BASE
An isolated data store tailored to your requirements, giving agents accurate company context.
CONTEXT RECALLDATA INTEGRATIONSECURE STORAGE
MOD // SWARMMULTI-AGENT SWARM
A coordination network of specialized AI agents where each node is optimized for its role and can flexibly combine with others into a single team.
TEAM WORKFLOWROLE EXECUTIONEFFICIENT SWARM
INBOUND DATA(Triggers, Events & Messages)
TARGET ACTIONS(System updates, Outputs & Results)
// Architecture layers
Engineering technology stack
Swipe →
01 // INTELLECTUAL CORE
Intellectual core (LLM & Reasoning)
We combine top global models with sovereign Russian LLMs for full system stability in Russia and operation without VPN.
Claude 3.5 SonnetGPT-4oGigaChat ProYandexGPT 4DeepSeek-R1DeepSeek-V3Llama 3.3 (70B)Qwen 2.5 TTSMistral LargeOpenAI o3-mini
02 // AGENTIC LOGIC
Action logic & scenarios (Agentic Workflows)
Architecture that turns AI into an autonomous digital employee executing tasks on a strict business graph without hallucinations.
Model Context Protocol (MCP)LangGraphCrewAI SwarmsMicrosoft AutoGenStructured JSON OutputsFastMCP SDKLlamaIndex WorkflowsSemantic KernelLangChain Expression Language (LCEL)Tool Calling API
03 // DATA & MEMORY
Data integration & corporate memory (Advanced RAG)
An end-to-end context retrieval system that lets agents operate only on real facts, policies, and deal history from your CRM.
Qdrant Vector DBChromaDBLlamaIndexHybrid Semantic SearchCRM Context RecallMilvuspgvector (PostgreSQL)BGE-RerankerOpenSearch / ElasticsearchUnstructured.io (Doc Parsing)Pinecone
04 // SECURITY CONTOUR
Privacy & security (On-Premise Infrastructure)
An isolated engineering environment that lets you fully deploy the agent network on your own servers for absolute trade secret protection.
Isolated Docker containersLocal LLM DeploymentFastAPI Secure BridgesAES-256 EncryptionvLLM Inference EngineOllama ServerOAuth 2.0 / API GatewaysLinux Sandbox SecurityWebhooks ListenerNginx Reverse Proxy
01 // INTELLECTUAL CORE
Intellectual core (LLM & Reasoning)
We combine top global models with sovereign Russian LLMs for full system stability in Russia and operation without VPN.
Claude 3.5 SonnetGPT-4oGigaChat ProYandexGPT 4DeepSeek-R1DeepSeek-V3Llama 3.3 (70B)Qwen 2.5 TTSMistral LargeOpenAI o3-mini
02 // AGENTIC LOGIC
Action logic & scenarios (Agentic Workflows)
Architecture that turns AI into an autonomous digital employee executing tasks on a strict business graph without hallucinations.
Model Context Protocol (MCP)LangGraphCrewAI SwarmsMicrosoft AutoGenStructured JSON OutputsFastMCP SDKLlamaIndex WorkflowsSemantic KernelLangChain Expression Language (LCEL)Tool Calling API
03 // DATA & MEMORY
Data integration & corporate memory (Advanced RAG)
An end-to-end context retrieval system that lets agents operate only on real facts, policies, and deal history from your CRM.
Qdrant Vector DBChromaDBLlamaIndexHybrid Semantic SearchCRM Context RecallMilvuspgvector (PostgreSQL)BGE-RerankerOpenSearch / ElasticsearchUnstructured.io (Doc Parsing)Pinecone
04 // SECURITY CONTOUR
Privacy & security (On-Premise Infrastructure)
An isolated engineering environment that lets you fully deploy the agent network on your own servers for absolute trade secret protection.
Isolated Docker containersLocal LLM DeploymentFastAPI Secure BridgesAES-256 EncryptionvLLM Inference EngineOllama ServerOAuth 2.0 / API GatewaysLinux Sandbox SecurityWebhooks ListenerNginx Reverse Proxy
// Cooperation stages
How we launch your AI agent
A transparent engineering process — from the first audit to scaling your digital department without unnecessary bureaucracy.
01
Process audit
We study your CRM, sales funnels, and operational bottlenecks to identify where an autonomous agent delivers maximum impact.
02
MCP architecture design
We define the agent graph, integration points, and action scenarios. We select models and stack to match your requirements.
03
MVP development
We build a working prototype in 14 days: agents, RAG memory, AmoCRM / Bitrix24 integration, and hypothesis testing.
04
Deployment
We deploy the solution in your infrastructure, connect CRM, and train your team to work with the digital employee.
05
Support & growth
We scale the agent network, add new scenarios, and support the system at every stage of growth.
01
Process audit
We study your CRM, sales funnels, and operational bottlenecks to identify where an autonomous agent delivers maximum impact.
02
MCP architecture design
We define the agent graph, integration points, and action scenarios. We select models and stack to match your requirements.
03
MVP development
We build a working prototype in 14 days: agents, RAG memory, AmoCRM / Bitrix24 integration, and hypothesis testing.
04
Deployment
We deploy the solution in your infrastructure, connect CRM, and train your team to work with the digital employee.
05
Support & growth
We scale the agent network, add new scenarios, and support the system at every stage of growth.
// ROI calculator
How much you save with AI
1,000
$4,000
Reduction in staff costs
$1,568/mo
Token savings
up to 53%
Payback period
112 days
* Calculation includes lead volume, current manager payroll, and estimated MCP infrastructure cost for your flow.
// FAQ
Answers about AI agents and MCP architecture
What is HEXPOINT?
HEXPOINT is an engineering AI team that designs and deploys autonomous AI agents on MCP architecture (Model Context Protocol). We integrate digital employees into AmoCRM, Bitrix24, Salesforce, and other CRM systems.
How are MCP agents different from regular chatbots?
Chatbots reply to messages using scripts. MCP agents act autonomously: they receive CRM events, query corporate knowledge bases (RAG), call tools, and execute business actions — moving deals, updating records, and routing tasks.
Which CRM systems do you integrate with?
We integrate with AmoCRM, Bitrix24, Salesforce, Microsoft Dynamics 365, Oracle NetSuite CRM, Zoho CRM, Creatio, 1C:Enterprise, plus Telegram, WhatsApp Business, and cloud infrastructure.
How fast can you launch an MVP?
A typical MVP with working agents, RAG memory, and CRM integration is delivered in 14 days: audit, MCP graph design, prototype development, and hypothesis testing.
How much can API and operational costs be reduced?
MCP architecture routes requests through local utilities and contextual caching, reducing LLM API spend by up to 70% compared to direct unorchestrated API calls.
Can the solution be deployed on-premise?
Yes. We deploy the agent network in isolated client infrastructure — Docker, local LLMs, secure API bridges — for full control over trade secrets and data residency.