I built the AI demo
Solo founders and product teams
The core idea works. Now it needs architecture, evals, observability, security, and a release path.
AI Gets You ToDemoWe Get You To Production
For founders with a promising AI build and businesses with workflows ready for automation. We engineer the reliability, evaluation, observability, privacy, and operations that production demands.
Smi takes your brief
- Evals
- Quality you can measure
- Observability
- Behavior you can trace
- Privacy
- Data boundaries you control
- Delivery
- Software your team can own
What we build with
LangGraph
LangChain
Mastra
OpenAI
Anthropic
Hugging Face
PyTorch
FastAPI
TypeScript
Python
React
Node.js
PostgreSQL
Redis
Docker
Kubernetes
GitHub Actions
Production is a system, not a launch date.
We connect model behavior, application code, data, safeguards, and the workflow around them.
- Behavior you can defend
- Evals turn quality into a release decision.
- Failures you can trace
- Observability follows each model, tool, and retrieval step.
- Operations your team owns
- Controls, recovery, and handover are part of the build.
Bring the build. Or bring the bottleneck.
We turn both into dependable software your team can operate.
We need the workflow automated
Small and medium enterprises
The business process is known. Now it needs safe AI, integrations, privacy controls, and human ownership.
Work moves. Your team stays in control.
Model calls, tools, approvals, state, and recovery stay inside an operating loop your team can inspect.
From demo behavior to production confidence
Each layer closes a different class of risk. Together they turn a convincing interaction into dependable software.
Understand
Trace the current product, users, data, failure modes, and commercial constraint.
Measure
Build eval datasets and acceptance criteria around the behavior that matters.
Engineer
Harden architecture, retrieval, tools, state, integrations, and security boundaries.
The AI engineering underneath the promise
Each capability has its own deep dive: how we build it, how we test it, and how we keep it running.
LLM applications
Product-grade assistants, copilots, and generation systems shaped around real user behavior.
RAG and knowledge systems
Retrieval that respects permissions, freshness, citations, and the limits of the source material.
Agents and orchestration
Bounded agents with tools, approvals, state, retries, and a clear path when automation should stop.
AI that fits the workflow you actually run
We design around existing approvals, systems, responsibilities, and privacy boundaries instead of asking the business to bend around a generic tool.
Content operations
Research, brief, draft, review, publish, distribute, and measure in one governed operating loop.
Customer operations
Turn fragmented conversations and knowledge into faster, safer service with human escalation.
Featured work. Real product surfaces.
Different industries, workflows, and product stages—shown through the systems we actually delivered.
What production teaches you
Practical notes on evals, observability, LLM systems, privacy, and operations.
Evals before scale
Turn subjective AI quality into a release decision your team can defend.
What clients say after we ship
They showed strong dedication to ensuring the app was secure and met all data regulations
Smicolon GmbH helped the end client increase their user engagement by 40% and improve the satisfaction of both users and therapists. They also streamlined the end client's operations through the app's secure communication and booking functionalities. Moreover, the team was adaptable and timely.
Alexander Chumak-CEO, Web Help Agency
5.0/5.0
I want to highlight their team's exceptional spontaneity, flexibility, and rapid responsiveness
Smicolon GmbH helped the client increase the successful approvals for online orders and payments and receive positive user feedback. Their team adapted to significant changes and additions to the project scope, ensuring they addressed and met all the client's requirements. They were also responsive.
Justin Weiland-Senior Consultant, allea consult GmbH
5.0/5.0
They were determined to get the project right the first time.
Smicolon UG successfully accomplished their tasks and completed the project, much to the client's delight. The team was highly organized, and internal stakeholders were particularly impressed with the vendor's dedication to achieving ideal results.
Melvin Raaj-CEO, AccSellerate
5.0/5.0
1Uni
Partnering with Smicolon transformed our approach to higher education. They created an AI-powered platform that streamlined university selection and applications. Their Student Digital Body Language (SDBL) system revolutionized our understanding of student behavior. I highly recommend Smicolon for their top-notch software solutions.
Mahmoud Darweash-Advisor, 1Uni
5.0/5.0
Pafinda
Smicolon was crucial in shaping our MVP at Pafinda. Their expertise and strategic guidance balanced our ambitions, budget, and timeline, enhancing our overall understanding. I highly recommend Smicolon for IT consultancy services.
Claudio Kantner-Founder & CEO, Pafinda
5.0/5.0
Piamotech
I'm thrilled with the transformative journey with Smicolon. They crafted our online identity, delivering a stunning website and functional admin dashboard. Their expertise and creativity were key, creating a digital solution that truly reflects who we are. We couldn't be happier and look forward to future collaborations.
Zayad Abeya-Co-Founder, Piamotech
5.0/5.0
Show us what you built.
Bring us the demo that almost works or the workflow that should. We will turn it into a concrete production path.