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We build production-grade AI systems that cut manual work, keep output consistent, and stay reliable in real operations — for teams in Budapest and across Hungary. No demos. No fragile prototypes. Just systems that ship.
Assistants
RAG + evaluation
Automation
APIs + workflows
Quality
stable output rules
Security
access + monitoring
Docs
handover-ready
Tools
CRM + email + dashboards
quick overview
Docs
handover-ready
Tools
CRM + email + dashboards
Support
iteration + improvement
3–10 days
01MVP — fast delivery
Stable
02quality — QA + validation
Secure
03setup — access + logs
demo
videogallery
Production-grade systems you can rely on
AI workflow system
System snapshot
AI agent pipeline
System snapshot
Private AI system
System snapshot
Fast. Clear. Measurable.
Discovery
We map the workflow, pick the highest-ROI use case, and define success metrics you can measure.
MVP Build
We ship a working system fast — real inputs, strict output rules, and real team usage from day one.
Stabilization
We add monitoring, QA checks, access rules, retry logic, and safety guardrails so it stays reliable in production.
Scale
We expand integrations, automate more of the workflow, and reduce long-term cost through optimization.
services
Not a chatbot — a production system that runs real tasks with rules, validation, and predictable output.
What’s included
Workflow automation
Automate repetitive tasks across email, CRMs, dashboards, internal tools, and APIs — while keeping clear rules and safe fallbacks.
AI agent systems
Planner → worker → checker pipelines so AI follows constraints, validates outputs, and stays consistent over time.
Internal assistants (RAG)
Assistants that answer from your company docs with grounded responses — with guardrails that reduce hallucinations.
What you get
AI automation system
Triggers → routing → validation → delivery → logs (built for reliability)
AI Lead Agent
Contact form → enrichment (company/site summary) → categorization + tags → lead created → email draft generated → Telegram approve/rewrite → send → status updates + logs
Short-form content engine
Brief → scripts → structure → consistent output
Brand-consistent visuals
Templates + style rules that keep every asset on-brand
More output — without losing brand voice, quality, or consistency across the team.
What’s included
Short-form video scripts
TikTok/Shorts/Reels scripts shaped around your offer, audience, and conversion goal — not generic prompts.
Visual consistency system
Prompts, templates, and style rules so every creative stays on-brand — even with multiple people producing.
Full pipeline
Idea → script → visuals → final output → scheduling — a system you can run every week.
What you get
More control. Higher accuracy. GDPR-friendly setups for sensitive workflows and internal data.
What’s included
RAG knowledge systems
Grounded answers with strict rules, evaluation, and controlled sources — for stable internal knowledge usage.
Fine-tuning and specialization
Specialize models for your tone, internal terminology, and workflow outputs to reduce manual correction.
Local AI deployment
Ollama / local or isolated deployments for security-first teams and sensitive internal use cases.
What you get
Private AI in practice
Local workflows + controlled pipelines for sensitive data.
Multi-agent AI crypto trading system
Demo: signal → risk → execution → logging. Multiple agents collaborate (analysis, risk, execution) with rules, validation, and traceable decisions.
Tell us your workflow — we’ll recommend the fastest ROI win and build a production system around it.
Send inquiry
A few details and we can start
