The complete enterprise AI platform
Prompt and context are the foundation of everything. Multi-model, advanced memory system, RAG, OCR: capabilities integrated in a single platform designed for businesses.

Prompt and context: the heart of every effective AI agent
An AI agent without context is like an employee who forgets everything every day. It responds generically, loses crucial information, doesn't learn from previous interactions.
The Evolus solution: Advanced Memory System
Every agent in Evolus has access to multiple memory levels that keep operational context always high:
- Session memory: the context of the current conversation
- Persistent memory: information the agent remembers between sessions
- Shared memory: knowledge common to multiple agents in the same workspace
- Knowledge base: business documents and data always accessible
Why it matters
- The agent knows the history of the client it's talking to
- Remembers decisions made in previous conversations
- Maintains consistency in responses over time
- Learns from feedback and improves progressively
The right prompt with the right context: that's how an AI agent becomes truly useful.

One API, all AI models on the market
Each AI provider has its own API, pricing, and limits. Integrating more than one means multiplying code, contracts and complexity.
The Evolus solution
- Select the most suitable model for each agent or task
- Evolus handles routing, retry and automatic failover
- Switch models without changing code
- One contract, one invoice, one support team
| Model | Provider | Ideal use case |
|---|---|---|
| GPT | OpenAI | Complex reasoning, analysis |
| Claude | Anthropic | Long texts, documents, safety |
| Gemini | Multimodal, images + text | |
| Llama | Meta | On-premise, privacy, reduced costs |
| Mistral | Mistral AI | Speed, simple tasks, European |
| Gemma | Lightweight, edge computing, efficient | |
| Grok | xAI | Conversational, real-time |
| Qwen | Alibaba | Multilingual, specialized tasks |
No lock-in. No separate contract for each provider.

Configure complex AI agents without writing code
Enterprise AI platforms require dedicated development teams. Every integration, every change, every new workflow goes through IT. Time-to-value: months.
The Evolus solution — Portal LLM
The visual interface to manage everything:
- Agents: Create, configure and deploy AI agents with drag-and-drop
- Integrations: Connect external Web Services (REST, SOAP, GraphQL) without code
- Prompt Engineering: Visual editor for system prompt, temperature, context window
- MCP Tools: Extend capabilities with Model Context Protocol
Who can use it
- Business Analysts with basic technical skills
- IT Generalists (no AI/ML specialization needed)
- Product Managers who want to prototype quickly
Deploy in days, not months. Iterate in hours, not weeks.

Semantic search that truly understands questions
Traditional RAG works well on small datasets and simple queries. But when you have 50,000 documents and complex questions, results become noise.
The solution: Recursive Language Model (RLM)
| Standard RAG | Evolus RLM |
|---|---|
| Query → Embedding → Top-K results | Query → Decomposition → Iterative search → Synthesis |
| Works on simple questions | Handles multi-step and conditional queries |
| "Approximately" relevant results | Precise results with explicit reasoning |
| No cross-document navigation | Follows references and links |
Features
- Isolated knowledge bases per agent (security and relevance)
- Support for PDF, Word, Excel, email, SQL databases
- Automatic source citation with document links
- Incremental updates (no need to re-index everything)
Find the right information in millions of documents. In seconds.

From document to structured data, without development
Business documents arrive in different formats from different sources. Extracting data manually is slow. Building custom parsers for each format is expensive.
The solution: OCR WebSocket
It's not a simple text reader — it's an intelligent data extraction system that:
- Recognizes document type: invoice, contract, delivery note, form
- Identifies relevant fields: regardless of layout
- Extracts and normalizes: according to your JSON schema
- Validates with confidence score: for each extracted field
| Input | PDF, PNG, JPG, TIFF, scans of any quality |
| Output | Structured JSON, customizable schema |
| Latency | Streaming via WebSocket |
| Accuracy | High precision with confidence score |
| Volume | Scalable, no hardcoded limits |
Integration
- WebSocket for real-time processing
- REST API for batch processing
- Webhook for completion notifications
- Direct output to ERP, database, workflow
Define the schema once. Evolus extracts from any layout.
Ready to transform your business?
Discover how Evolus can automate your processes with enterprise AI.
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