AI SOLUTIONS
AI Solutions
AI Solutions is an engineering service that builds end-to-end artificial intelligence systems — powered by LLMs, RAG, AI agents and voice AI — to automate your business processes.
From data preparation to model integration, from RAG retrieval to voice AI, we build the whole chain end to end; it works across customer service, operations and decision-support scenarios.
LLM
Integration & agents
RAG
Retrieval & documents
Agent
Process automation
Voice AI
STT · TTS
LLM Integration
OpenAI · Anthropic · open source.
AI Agent
Autonomous flow with tool calling.
Multi-Step Reasoning
Plan → act → observe.
How do we build LLMs and AI agents?
We integrate large language models into your workflows and build AI agents that call tools and plan over multiple steps; we work with OpenAI, Anthropic and open-source models, designing prompts and behaviour for your domain.
Embedding & Vector DB
Documents become semantic vectors.
Semantic Search
Relevant content is retrieved.
Source-Grounded Answers
Cited and up to date.
How does RAG retrieval work?
We embed your enterprise documents into a vector database, retrieve relevant content via semantic search, and ground the model's answer in those sources; this yields fresh, private, source-cited answers.
STT (Deepgram)
Speech to text, real time.
TTS (ElevenLabs)
Text to natural speech.
Voice Agent
RAG-backed, multilingual dialogue.
What does voice AI provide?
With a layer that turns speech into text (STT) and text into natural speech (TTS) we build real-time voice agents; the Deepgram · LLM · ElevenLabs pipeline runs multilingually across call, assistant and hands-free scenarios.
Image Processing
Classification and generation.
Document Extraction
OCR and smart processing.
Decision Support
Analytics and recommendation.
Vision and decision support?
We build decision-support systems with image processing/generation, classification, OCR-based document extraction and data analytics; we deliver domain-specific solutions, including bioinformatics analysis augmentation.
AI SOLUTIONS
How we work
From discovery to monitoring, we run the AI project in measurable steps.
01 · Discovery
Needs, data and use-case analysis.
02 · Data & Prep
Data collection, cleaning and preparation.
03 · Model & Pipeline
Model/LLM selection, RAG and pipeline design.
04 · Integration
API and agent integration into your systems.
05 · Evaluation
Accuracy, safety and bias testing.
06 · Deployment & Monitoring
Go-live, monitoring and improvement.
SUB-TECHNOLOGIES
The AI technologies we use
We apply each technique in the right scenario.
LLM (Large Language Model)
Large language models that understand and generate text; integration with OpenAI, Anthropic and open-source models, prompt design and tool calling.
When: text generation, summarization, classification and chat-based interfaces.
RAG (Retrieval-Augmented Generation)
An architecture that grounds model answers in documents retrieved from your knowledge base; embedding, vector search and source citation.
When: enterprise questions needing fresh/private knowledge where hallucination is unacceptable.
AI Agent
Autonomous AI that calls tools, plans multiple steps and proceeds by observation; API/search/database tools.
When: multi-step workflows and process automation.
Voice AI (STT/TTS)
A layer converting speech to text (STT) and text to natural speech (TTS); real-time voice agents with Deepgram/ElevenLabs.
When: call centers, voice assistants and hands-free interfaces.
Fine-tuning
Retraining a base model on domain data to improve tone, format and task accuracy.
When: consistent domain-specific output is needed beyond prompting.
Vector Database
A database that stores embedding vectors and searches by semantic similarity; the retrieval layer of RAG.
When: semantic search and RAG-based retrieval are required.
AI SOLUTIONS
Technology & tools
The core stack we use in AI solutions.
Models
- OpenAI · Anthropic
- Open source (Llama, etc.)
- Image & audio models
Frameworks & Tools
- RAG / orchestration
- Agent framework
- Tool calling
Data & Vector
- Vector database
- Embedding
- Document pipeline
Infrastructure & Services
- API services
- STT/TTS (Deepgram/ElevenLabs)
- Monitoring & evaluation
RELATED
Related products and services
FAQ