Step 01
PoC & Evaluation
We create a quick proof-of-concept, test models, and verify business hypotheses. We evaluate response quality and fit to needs.
AI-gen development
AI-gen development
From PoC to production with full support
We build applications using generative AI, from quick proof-of-concept to production solutions. We provide evaluations, monitoring, cost optimization, and security at every stage.
15+
AI projects
60%
Faster time-to-value
40%
LLM cost reduction
Production-grade GenAI
Not a ChatGPT demo - a system for real load
The layers that separate an LLM rollout from “write me an email”: grounded retrieval, model routing, evaluation, guardrails, and LLMOps - so you can run it for months, not days.
RAG and grounded context
Docs, internal tools, and knowledge bases wired into retrieval - answers anchored to your data with source audit trails, not vibes.
Model routing and cache
Right model for the task, limits, semantic cache, and cheaper paths where you do not need the most expensive LLM on every call.
Evaluations and test sets
Quality metrics, regression suites, and prompt version comparisons - so production changes are measured, not guessed.
Safety and policy
PII, content policies, red teaming, and output controls - especially when assistants touch data or tools.
LLMOps and versioning
Cost and error monitoring, alerts, environments, and prompt version tracking - what turns a pilot into an operated product.
Cooperation process
How does our cooperation look like?
A transparent process that leads from idea to finished product
Step 02
Architecture & Prompt Engineering
We design system architecture, optimize prompts, and select models. We plan RAG layer, cache, and routing.
Step 03
Development & Integrations
We implement the solution with full LLM integration, evaluation system, and monitoring. We care about security and compliance.
Step 04
Evaluations & Optimization
We conduct systematic quality evaluations, optimize costs (cache, model routing), and improve performance.
Step 05
Deployment & Monitoring
We deploy to production with full monitoring, alerts, and prompt versioning system. We provide LLMOps and continuous support.
Step 06
Governance & Security
We implement red teaming, PII control, and compliance. We provide security audits and documentation.
Key benefits
Why choose us?
Business outcomes first—technology is the means, not the end in itself.
Quick PoC
Proof-of-concept in 1-2 weeks, fast idea validation.
Security
Red teaming, PII control, compliance, and governance.
Cost optimization
Cache, model routing, limits - 40-60% cost reduction.
Evaluations
Systematic quality tests, monitoring, and prompt versioning.
LLMOps
Full operational support: monitoring, alerts, deployment.
Production quality
Architecture ready for scale, error handling, retry logic.
Technologies
What technologies do we use?
Modern tools and proven solutions for the best results
OpenAI
AI Platform
Claude
AI Platform
Gemini
AI Platform
LangChain
Framework
Next.js
Frontend
Node.js
Backend
PostgreSQL
Database
Docker
Infrastructure
RunPod
Infrastructure
AWS
Cloud
WAN
Video Processing
Comfy
Video Processing
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.
Proof-of-concept and fast validation
Architecture and prompt engineering
Integrations with OpenAI, Claude, Gemini, local models
AI video processing (WAN, ComfyUI)
Evaluation system and quality monitoring
Cost optimization (cache, routing)
LLMOps: deployment, monitoring, versioning
Security: red teaming, PII, compliance
Production support and development
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 outcome, not the hype.
Tell us which product, workflow or system you want to improve. We usually reply within 24 hours with questions and recommend a practical first step: a consultation, AI Sprint, DDT or an audit.
Write to us[email protected]
Visit us
GD
gmi.software Sp. z o.o.ul. Jana Heweliusza 11 / 819
80-890 Gdansk, PolandNearshore product delivery across EU, UK and US time zones.
80-890 Gdansk, PolandNearshore product delivery across EU, UK and US time zones.
NIP: 5252816287KRS: 0000830003
© 2026 gmi.software Sp. z o.o.