Based in France • Applied AI Development

Applied AI development for production-ready business systems

INOVAI CONSULTING LAB helps startups and businesses define AI strategy, build custom AI systems, integrate LLMs and RAG into existing products, and deploy scalable solutions for real workflows from prototype to production.

Strategy, engineering, and deployment across AI agents, RAG knowledge systems, multimodal applications, speech AI, and ML workflows.

Registered AI consulting business in France — SIREN 102 107 836

Research publications in NLP • Experience in health-tech and legal AI • Open-source AI work

How We Work

Advise

AI strategy, architecture choices, model selection, data readiness, and practical delivery planning.

Build

Custom AI systems, RAG knowledge tools, intelligent automation, and product integrations built for real use.

Deploy

Evaluation, optimization, production deployment, and ongoing improvement for reliable AI systems.

What We Build

Knowledge assistants and document search

AI systems that search across documents, retrieve relevant information quickly, and support grounded answers for daily operations.

Reporting and pipeline workflows

Automated reporting flows, structured extraction pipelines, and ML workflows that reduce repetitive manual work.

AI features inside existing products

LLM, RAG, and automation capabilities integrated into SaaS products, internal tools, and business platforms.

Custom multimodal AI systems

Applied AI products that work across text, audio, documents, and conversational interfaces with production-ready architecture.

Selected Builds

A few representative builds that reflect the kind of applied AI systems we design and deliver.

Enterprise RAG knowledge assistant

Representative RAG system for enterprise document search, grounded answers, and knowledge retrieval across internal content.

View GitHub project

Document intelligence and reporting pipeline

Pipeline design for extracting, structuring, and reporting information from complex document collections with traceable outputs.

AI workflow automation for operations

Agent-based workflow patterns for research, internal support, and operational automation connected to real business tools.

AI development services

From AI strategy to implementation, INOVAI CONSULTING LAB delivers applied AI systems that support document search, reporting, automation, and production workflows.

AI Consulting & Technical Strategy

Use-case definition, architecture choices, model selection, data readiness, and practical delivery planning.

LLM, RAG & Knowledge Systems

Knowledge assistants, document intelligence, semantic search, and retrieval pipelines that make large document collections usable in daily operations.

Custom AI Systems & Automation

Agent workflows, multimodal applications, data pipelines, product integrations, and intelligent automation designed for production use.

Selected solution areas

The strongest demand in AI product development is moving toward production systems, not trend-chasing: tool-using agents, grounded retrieval, multimodal applications, real-time voice interfaces, document search, and evaluation workflows that keep outputs reliable.

AI agent development

Design of tool-using agents, orchestration layers, handoffs, and workflow automation for internal operations and product experiences.

Production RAG and document AI

Retrieval pipelines, knowledge assistants, vector search, reporting flows, and document intelligence with traceable, grounded answers.

Voice and multimodal AI

Speech-to-text, real-time voice interfaces, multilingual audio processing, and richer user experiences across text and speech.

Evaluation, guardrails, and AI reliability

Agent evals, prompt optimization, quality checks, privacy-aware deployment, and measurable performance before launch.

Common project challenges

Model and tool selection

Choosing the right models, APIs, vector stores, and orchestration tools without overengineering the stack.

Common project challenges

Grounding and quality

Reducing hallucinations, improving retrieval quality, and building evaluation loops that reflect real business requirements.

Common project challenges

Integration and deployment

Connecting AI systems to internal tools and products while handling multilingual data, privacy, security, scalability, and delivery constraints.

About

Founded by Ozgur Agrali, INOVAI CONSULTING LAB is an AI consulting and software engineering company in France helping startups, product teams, and innovation teams design, build, integrate, and deploy practical AI systems.

Core Expertise

AI developmentPythonPyTorchTransformersRAGLLMsAI agentsDocument AIData pipelinesLangChainLangGraphSpeech AIFastAPIQdrantDockerMLOpsAI evaluationAI privacyAI securityCloud deploymentEfficient inference

Contact

For AI strategy, technical scoping, product integration, RAG systems, agent workflows, or production deployment support, please get in touch by email.