AI Agents & RAG
LLM applications that work with your data and complete tasks on their own.
Software development · Web design · AI · Automation
Programmers and developers building software from the first byte: AI agents, local language models, apps, websites and automations that actually work inside your company.
01 — Stance
Written ourselves
No website builder, no subscription service: we write the decisive code ourselves — from prompt and data model to app.
Understood
We know what every line does. That is why we estimate effort honestly and find bugs fast.
Owned
Since 1999 we have delivered software we would run ourselves: tested, documented, secure.
We take on projects that demand advanced engineering: where off-the-shelf solutions end, we begin.
Approach02 — Services
From AI agents to the Linux server — everything from one team, nothing lost in hand-offs.
All servicesLLM applications that work with your data and complete tasks on their own.
Language models on your own hardware — data-sovereign, no cloud dependency.
Business processes that run themselves — with intelligent assistants and integrations.
Native and cross-platform apps for iOS and Android — from Swift to Flutter.
Fast, secure web applications and platforms — from front end to API.
Telephony, live communication and WebSockets — right up to the AI phone assistant.
Databases, data mining and algorithms that solve hard problems.
Linux and Windows servers, securely configured and reliably operated.
Automation
This is what an AI agent looks like at Quell-Code: inputs from mail, phone and forms, an agent with tools and knowledge, clear approvals — and actions in your systems.
03 — Why us
We are neither a template studio nor an anonymous mega-vendor — but an engineering team equally at home in AI and classic software.
AI, app, back end, database and server come from the same team. No hand-offs between agencies, no gaps in responsibility.
If you wish, models and data run entirely in your infrastructure — no dependency on US clouds.
A working increment every one to two weeks. You see progress before you see the next invoice.
Permission concepts, validation, encryption and GDPR requirements are part of the architecture, not an afterthought.
We master not just frameworks but data structures, optimisation and compression — which pays off on hard problems.
You get source code, documentation and access. Your team — or anyone else — can carry on at any time.
04 — Local AI
Not every request belongs in someone else’s cloud. We install and run language models directly on your hardware — sized to your needs, connected to your documents, without a single byte leaving the building.
Legal framework: GDPR full text (EUR-Lex)
05 — Solutions
Proven solution patterns we tailor to your processes — from knowledge assistant to private AI platform.
A chat assistant with RAG over all approved sources, per-document permission checks and answers with citations.
AI classifies incoming items, extracts data, creates records and drafts replies — uncertain cases go to a human.
An Asterisk system with speech recognition and a language model: capture requests, answer standard questions, summarise, route.
A native or Flutter app with offline database, photo documentation, signatures and sync as soon as there is signal.
An optimiser based on genetic algorithms that handles time windows, qualifications and capacities at once.
A GPU server with local language models, internal chat interface, user management, logging and an API for your own tools.
06 — Lab
A genetic algorithm is searching for our company name in real time: selection, crossover, mutation — the same principles we use for optimisation, route planning and data mining.
Background: Genetic algorithm (Wikipedia)
Data & Algorithms07 — Industries
SMEs & manufacturing
Make knowledge from manuals, maintenance logs and ERP data usable — even offline on the shop floor.
Retail & e-commerce
Automate product data, orders and customer service; connect shops and inventory systems.
Logistics & mobility
Optimise routes, tours and shifts, track vehicles live, capture documents automatically.
Healthcare & practices
Sensitive data stays in-house: local models for documentation, scheduling and internal search.
Law & consulting
Search and summarise contracts, files and research — with sources and without the cloud.
Real estate & construction
Structure enquiries, listings, defects and documents — with apps for the construction site.
Service & call centres
Telephony with Asterisk, AI pre-filtering and automatic call notes in the CRM.
Agencies & software teams
We augment your team on AI features, apps or back end — as a dependable development partner.
08 — Real time
People once connected calls with patch cords. Today we build phone systems with Asterisk, real-time channels with WebSockets and AI assistants that understand, summarise and route calls.
Real-time & VoIPPhoto: Bell System switchboard, U.S. National Archives (public domain).
09 — Periodic table
More than 40 languages, frameworks and systems — chosen for the task, not for the trend.
10 — Approach
Discovery
We understand goals, data and processes. Outcome: a clear scope with risks and priorities.
Architecture
We choose technologies, models and data flows that fit the task — and justify every decision.
Build
Short iterations with working increments. You see progress, not slides.
Launch
Testing, security review, performance measurement, rollout. Documented and ready to hand over.
Operate
Monitoring, updates and evolution — models and systems stay current.
11 — Engagement
A well-scoped undertaking with fixed scope
Ongoing development and operations
Reinforcement for your existing team
12 — Straight answers
Quell-Code is a software engineering company focused on artificial intelligence. We build AI agents, RAG systems and automations, install local language models and develop web and mobile apps as well as the server infrastructure behind them.
Yes. Open language models can run on your own hardware. We pick model size and quantisation to match your server or GPU, connect your documents via RAG and deliver an internal interface or API — with no data flowing to third parties.
Among others Python, TypeScript, JavaScript (React, Vue, Nuxt, Next.js, Node.js), PHP/Laravel, Kotlin, Java, Swift, Objective-C, Dart/Flutter, React Native, Lua, T-SQL, MySQL, MongoDB, SQLite, TensorFlow.js, OpenCV, WebSockets, Asterisk and Linux and Windows servers.
With a no-obligation conversation about your goal and starting point. You then receive an assessment of feasibility, architecture and effort. We build in short iterations with working increments.
Ready when you are
Describe your project in a few sentences — you’ll get an honest assessment of feasibility, effort and the way forward.