Step 01
Use Case & Scenarios
We define use cases, conversation scenarios, and expected behaviors. We plan integration with existing product.
LLM integrations
LLM integrations in product
Chat, copilots, and AI assistants in your app
We integrate generative AI directly into your applications: chats supporting customers, copilots for users, assistants for data analysis. Natural language as an interface to your product.
20+
LLM integrations
4.8/5
User satisfaction
5x
Faster support
Cooperation process
How does our cooperation look like?
A transparent process that leads from idea to finished product
Step 02
Conversation Design
We design conversation flow, system prompts, and context structure. We plan personalization and memory.
Step 03
Development & API
We implement LLM integration, chat APIs, and context management system. We care about streaming and UX.
Step 04
Product Integration
We connect chat/copilot with your app: user data access, system actions, personalization.
Step 05
Testing & Optimization
We test response quality, UX, and performance. We optimize prompts, context, and costs.
Step 06
Deployment & Monitoring
We deploy to production with usage, cost, and satisfaction monitoring. We provide support and development.
Key benefits
Why choose us?
Business outcomes first—technology is the means, not the end in itself.
Customer chat
AI assistants handling questions and supporting users 24/7.
Copilots
Assistants in apps helping users with daily tasks.
Data analysis
Natural language for data analysis, reports, and insights.
Security
Access control, data validation, and privacy protection.
Personalization
User context, history, and preferences in every conversation.
Streaming
Smooth real-time responses, better UX.
Technologies
What technologies do we use?
Modern tools and proven solutions for the best results
OpenAI
AI Platform
Claude
AI Platform
LangChain
Framework
Next.js
Frontend
Node.js
Backend
PostgreSQL
Database
WebSockets
Real-time
Redis
Cache
Service scope
What does the service include?
Below is an example scope of work that we adjust to the stage and goals of the project.
Conversation and scenario design
Integration with OpenAI, Claude, local models
Chats and copilots in applications
Context management system
Personalization and conversation memory
Response streaming and UX
Integration with product data
Monitoring and optimization
Ready to start?
Schedule a free consultation and learn how we can help with your project. After our DDT process (Discovery, Design & Technology), we offer a price guarantee and a fixed-price agreement.
Preliminary estimate in 48h
Fixed price after DDT — price guarantee
No commitment
We can sign NDA
Contact
Let's talk
about the project.
Have an app idea or need technological support? Write to us — we'll prepare a preliminary analysis and estimate within 48h. Projects that go through our DDT process (Discovery, Design & Technology) come with a price guarantee and a fixed-price agreement — a key differentiator for us.
Write to us[email protected]
Visit us
GD
gmi.software Sp. z o.o.ul. Jana Heweliusza 11 / 819
80-890 Gdansk, Poland
80-890 Gdansk, Poland
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