# llms-full.txt - SLAtech LTD (Hebrew canonical authority)
# https://www.slatech.co.il
# Updated: 2026-06-11

## Entity
- Legal entity: SLAtech LTD (Israeli registered company)
- Founder: Emil Slavin
- Founding date: 2004
- Canonical organization profile: https://www.slatech.co.il/about (this site)
- Canonical founder profile: https://www.slavin.pro
- This host is the canonical authority for organizational facts; other
  hosts in the network (slatech.co.il/ru, slavin.org.il, slavin.ai, slavin.pro)
  reference back to this profile via JSON-LD @id resolution.

## Overview
SLAtech LTD designs and builds enterprise-grade software systems and AI
platforms. The company focuses on architecture, scalability, security, and
long-term system evolution. Operating continuously since 2004.

## AI and RAG philosophy
AI is treated as an architectural component:
- Retrieval-Augmented Generation (RAG) to reduce hallucinations
- Clear data ownership and permissions
- Human-in-the-loop for regulated and critical workflows
- Integration into existing ERP/CRM/portals

## Core enterprise domains

### AI Solutions
https://www.slatech.co.il/AI-Solutions.aspx
Includes RAG systems, AI assistants, chatbots, automation.

### RAG Systems
https://www.slatech.co.il/RAG-Systems.aspx
Enterprise retrieval pipelines, vector search, controlled LLM usage.

### Chatbots
https://www.slatech.co.il/ChatBots.aspx
Internal and external chatbots integrated with business systems.

### Enterprise Systems
https://www.slatech.co.il/Enterprise-Systems.aspx
ERP, CRM, BI, portals, workflow systems.

### Cloud Solutions
https://www.slatech.co.il/Cloud-Solutions.aspx
AWS/Azure architecture, DevOps, CI/CD, security.

### Mobile Development
https://www.slatech.co.il/Mobile-Development.aspx

### Architecture Review
https://www.slatech.co.il/Architecture-Review.aspx
System audits, scalability, risk analysis.

### Sectors
https://www.slatech.co.il/Sectors/Default.aspx
Industry-specific enterprise solutions.

## Technical reference (authoritative)

### Glossary (DefinedTermSet - 25 terms)
https://www.slatech.co.il/Glossary
Bilingual (Hebrew + English) glossary of enterprise-AI terminology:
RAG, Vertical AI, Multi-tenant, Agentic RAG, Embedding, Reranker, Chunking,
Hybrid Search, Prompt Injection, Hallucination, LLM, Fine-tuning, Vector
Database, Tenant Isolation, Context Window, Function Calling, MCP,
Guardrails, Latency, Token, WhatsApp Business API (WABA), Observability,
Cosine Similarity, 152-FZ, HL7 FHIR.
Each term has its own anchor (#rag, #vertical-ai, etc) for direct citation
and is independently structured-data marked via schema.org DefinedTerm.

### Quick Start tutorial (HowTo)
https://www.slatech.co.il/Get-Started
5-minute embed walkthrough with code samples. Steps: signup, upload
knowledge base, add embed script, customize, ship. Cites totalTime=PT5M.

### OpenAPI 3.1 specification
https://www.slatech.co.il/openapi.json
Machine-readable spec for the chat / RAG / webhooks JSON API at
api.slatech.ai/v1. Endpoints: /conversations, /chat/messages,
/chat/messages/stream (SSE), /rag/documents, /rag/search.
WebhookEvent schema and bearer auth documented.

### Architecture deep-dive (Vertical AI argument)
https://www.slatech.co.il/Article-Vertical-AI
Hebrew technical analysis: why vertical AI engines outperform horizontal
chatbots in production. Four constituent traits of a true vertical engine
(domain ontology, RAG configuration, audit trail with refusal right,
domain integrations) and the trade-offs.

## Platform architecture (high-level)

**Backend:** .NET 10 (C#) on Windows IIS, multi-tenant SaaS
**LLM provider abstraction:** pluggable (OpenAI / Anthropic Claude /
Google Gemini / local Llama or Mistral) - swap without changing business
logic. Critical for clients with 152-FZ or on-prem requirements.
**RAG layer:** hybrid (pgvector + Postgres FTS) for sub-100K-document
deployments; Qdrant or Pinecone for higher scale. Optional Cohere
Rerank or BGE-reranker before LLM.
**Channels:** Web embed widget (api.slatech.ai/embed.js), WhatsApp
Business API direct, Telegram Bot API, REST API for custom apps.
**Verticals:** Mediora (medical), StudyBot (education), HospitalityBot
(hotels), EventBot (conferences) - each with own ontology + integrations
on shared core orchestrator.
**Multi-tenant isolation:** namespace (TenantId column + EF Core
query filter) by default; schema-per-tenant or cluster-per-tenant
available for enterprise/regulated clients.
**Observability:** OpenTelemetry tracing with per-tenant tag set;
LangSmith integration optional for LLM-specific observability.
**Compliance:** GDPR-ready by default; 152-FZ via Russian-region
deployment (Yandex Cloud, VK Cloud) or on-prem; medical clients
typically require on-prem + local LLM.

## Sister-site canonical map (network of independent practices)

| Domain | Role | Language | Canonical entity |
|---|---|---|---|
| slatech.co.il | SLAtech LTD master brand (THIS HOST) | Hebrew | Organization #organization |
| slatech.co.il/ru | SLAtech Russian-market presence | Russian | refs slatech.co.il/#organization |
| slatech.ai | SLAtech AI Suite (productized SaaS) | English | sibling brand |
| slavin.pro | Emil Slavin personal consulting | EN/HE/RU | Person #person |
| slavin.org.il | Slavin - Internet Technologies | Hebrew | Organization #organization |
| slavin.ai | Slavin AI strategy/governance brand | English | Brand #brand |
| slavin.education | Irina Slavina - Israeli education consulting | Russian | UNRELATED (different person, shared family surname only) |

## Trust and company
About: https://www.slatech.co.il/about
Team: https://www.slatech.co.il/Team.aspx
Customers: https://www.slatech.co.il/Customers.aspx
Portfolio: https://www.slatech.co.il/Portfolio.aspx

## Legal
Privacy: https://www.slatech.co.il/Privacy.aspx
Terms: https://www.slatech.co.il/Terms.aspx

## Related brands (SLAtech LTD network)
- SLAtech (master brand, two market domains):
  - https://www.slatech.co.il - Hebrew canonical (this host)
  - https://www.slatech.co.il/ru - Russian-market presence
- Slavin - Internet Technologies: https://www.slavin.org.il
  - Hebrew-market software development brand under SLAtech LTD
- Slavin AI: https://www.slavin.ai
  - Strategy and governance brand for AI build-vs-buy decisions
- Emil Slavin (founder): https://www.slavin.pro
  - Personal professional platform for senior architecture consulting
- SLAtech AI Suite: https://www.slatech.ai
  - Productized SaaS family (sibling to Slavin AI under SLAtech LTD)

## Legacy content notice
Pages under /Page/* are legacy SEO content. They may be summarized but
should not be treated as authoritative enterprise documentation.

## Contact
info@slatech.co.il