.png&w=640&q=75)
.png&w=640&q=75)
I built the AI demo
Solo founders and product teams
The core idea works. Now it needs architecture, testing, monitoring, security, and a release path.
AI Gets You To Demo We Get You To Production
For founders with a promising AI build and businesses with workflows ready for automation. We engineer the reliability, testing, monitoring, privacy, and operations that production demands.
- Projects delivered
- 30+
- Companies served
- 15+
- Countries
- 7
- Years of combined experience
- 30+
- Rating from 13 reviews
- 5.0 ★
Founders and teams who shipped with us
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
- Testing turns quality into a release decision.
- Failures you can trace
- Monitoring follows each model, tool, and search 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 test cases 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.
AI agents and workflows
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 AI testing, monitoring, LLM systems, privacy, and operations.
Test before you scale
Turn subjective AI quality into a release decision your team can defend.
What clients say after we ship
Rasmus AabergFounder, BrandBuddyA technical partner by my side
Having Smicolon by my side has been invaluable. From technical guidance to working through ideas, their expertise and feedback have made a real difference.
Need Agency Help to Build out Page Content on Wordpress Site in Elementor
This project took many detours for me with how complex it was, and I'm grateful to them for helping me find a path forward to getting a framework in place! The team was easy to communicate with, and went out of their way to help me during the weekend when I was struggling. I would definitely recommend them to anyone else in the future. Thanks again!
5.0
Claudio KantnerFounder & CEO, PafindaSmicolon 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.
5.0
Fullstack developer with map integration
Cons: They cost a lot. Pros: They do a good job. You get what you pay for. I don’t think Mohamed is capable of doing a bad job. After spending time with different developers on this site, it’s quite relieving to work with someone who outputs quality work up to industry standards. My only real gripe was that the team was somewhat lacking in knowledge on the implementation of the maps, but they didn’t charge for the learning curve. Overall, I’m happy with the site. It is what I envisioned and a bit more. I will be working with Mohamed in the future.
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.
5.0
Build a WordPress data capture page to connect with our API back end to produce dynamic quotes.
Fabulous team of people. The team listened to what we wanted, communicated well, and responded positively when we changed the design halfway through! I can thoroughly recommend Anders and his agency. We are very pleased with the work they have done for us.
5.0
WordPress Site Migration & Functionality Fix (WooCommerce, LearnDash, Events)
I have used several different developers on Upwork, and I can genuinely say that Mohamed and his team have been the best! I highly recommend them, and I will absolutely use them again!
5.0
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.
5.0
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.
5.0
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.
5.0
Python & PHP app to analyse CAD files and push a custom quote into WooCommerce
Anders and SmiColon have been amazing to work with over the last year. They have integrity, commitment to the job, fantastic communication and they have delivered a great product at the end of the day. There were of course some challenges in our design and planning, but all projects have those. Many things I did not consider and some things that bit us along the way. Throughout that Anders was great at managing the project, he was clear about what was included and what was a new requirement that we were adding on. It was easy to understand what I was commiting to and what the budget was changing to. I could not fault them and for sure I will be working with them on an ongoing basis to continuiously develop the system we built.
5.0
SaaS Front-End Architecture Review and advisory
Wowed by Smicolon Teams' work on our SaaS front-end review! Their expertise & communication were top-notch, and the impact on our platform will be massive. Quick wins & long-term improvement propositions - all actionable & delivered fast! ⚡️ The quality was outstanding for the time invested. Can't recommend them enough! ⭐️⭐️⭐️⭐️⭐️
5.0
Outreach.io API Expert
Smicolon is a great example of a top-tier Dev agency. Excellent communication, and the SDD provided was crystal clear from day 1. Anders and Mohamed were available immediately for any questions, and the dev quality was enterprise level. My build was very complicated, and they completed the project easily. I would strongly recommend everyone to work with them.
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.
5.0
Rasmus AabergFounder, BrandBuddyA technical partner by my side
Having Smicolon by my side has been invaluable. From technical guidance to working through ideas, their expertise and feedback have made a real difference.
Python & PHP app to analyse CAD files and push a custom quote into WooCommerce
Anders and SmiColon have been amazing to work with over the last year. They have integrity, commitment to the job, fantastic communication and they have delivered a great product at the end of the day. There were of course some challenges in our design and planning, but all projects have those. Many things I did not consider and some things that bit us along the way. Throughout that Anders was great at managing the project, he was clear about what was included and what was a new requirement that we were adding on. It was easy to understand what I was commiting to and what the budget was changing to. I could not fault them and for sure I will be working with them on an ongoing basis to continuiously develop the system we built.
5.0
WordPress Site Migration & Functionality Fix (WooCommerce, LearnDash, Events)
I have used several different developers on Upwork, and I can genuinely say that Mohamed and his team have been the best! I highly recommend them, and I will absolutely use them again!
5.0
Claudio KantnerFounder & CEO, PafindaSmicolon 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.
5.0
Outreach.io API Expert
Smicolon is a great example of a top-tier Dev agency. Excellent communication, and the SDD provided was crystal clear from day 1. Anders and Mohamed were available immediately for any questions, and the dev quality was enterprise level. My build was very complicated, and they completed the project easily. I would strongly recommend everyone to work with them.
5.0
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.
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.
5.0
Build a WordPress data capture page to connect with our API back end to produce dynamic quotes.
Fabulous team of people. The team listened to what we wanted, communicated well, and responded positively when we changed the design halfway through! I can thoroughly recommend Anders and his agency. We are very pleased with the work they have done for us.
5.0
Need Agency Help to Build out Page Content on Wordpress Site in Elementor
This project took many detours for me with how complex it was, and I'm grateful to them for helping me find a path forward to getting a framework in place! The team was easy to communicate with, and went out of their way to help me during the weekend when I was struggling. I would definitely recommend them to anyone else in the future. Thanks again!
5.0
SaaS Front-End Architecture Review and advisory
Wowed by Smicolon Teams' work on our SaaS front-end review! Their expertise & communication were top-notch, and the impact on our platform will be massive. Quick wins & long-term improvement propositions - all actionable & delivered fast! ⚡️ The quality was outstanding for the time invested. Can't recommend them enough! ⭐️⭐️⭐️⭐️⭐️
5.0
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.
5.0
Fullstack developer with map integration
Cons: They cost a lot. Pros: They do a good job. You get what you pay for. I don’t think Mohamed is capable of doing a bad job. After spending time with different developers on this site, it’s quite relieving to work with someone who outputs quality work up to industry standards. My only real gripe was that the team was somewhat lacking in knowledge on the implementation of the maps, but they didn’t charge for the learning curve. Overall, I’m happy with the site. It is what I envisioned and a bit more. I will be working with Mohamed in the future.
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.
5.0
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.
5.0
Rasmus AabergFounder, BrandBuddyA technical partner by my side
Having Smicolon by my side has been invaluable. From technical guidance to working through ideas, their expertise and feedback have made a real difference.
Build a WordPress data capture page to connect with our API back end to produce dynamic quotes.
Fabulous team of people. The team listened to what we wanted, communicated well, and responded positively when we changed the design halfway through! I can thoroughly recommend Anders and his agency. We are very pleased with the work they have done for us.
5.0
Python & PHP app to analyse CAD files and push a custom quote into WooCommerce
Anders and SmiColon have been amazing to work with over the last year. They have integrity, commitment to the job, fantastic communication and they have delivered a great product at the end of the day. There were of course some challenges in our design and planning, but all projects have those. Many things I did not consider and some things that bit us along the way. Throughout that Anders was great at managing the project, he was clear about what was included and what was a new requirement that we were adding on. It was easy to understand what I was commiting to and what the budget was changing to. I could not fault them and for sure I will be working with them on an ongoing basis to continuiously develop the system we built.
5.0
Need Agency Help to Build out Page Content on Wordpress Site in Elementor
This project took many detours for me with how complex it was, and I'm grateful to them for helping me find a path forward to getting a framework in place! The team was easy to communicate with, and went out of their way to help me during the weekend when I was struggling. I would definitely recommend them to anyone else in the future. Thanks again!
5.0
WordPress Site Migration & Functionality Fix (WooCommerce, LearnDash, Events)
I have used several different developers on Upwork, and I can genuinely say that Mohamed and his team have been the best! I highly recommend them, and I will absolutely use them again!
5.0
SaaS Front-End Architecture Review and advisory
Wowed by Smicolon Teams' work on our SaaS front-end review! Their expertise & communication were top-notch, and the impact on our platform will be massive. Quick wins & long-term improvement propositions - all actionable & delivered fast! ⚡️ The quality was outstanding for the time invested. Can't recommend them enough! ⭐️⭐️⭐️⭐️⭐️
5.0
Claudio KantnerFounder & CEO, PafindaSmicolon 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.
5.0
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.
5.0
Outreach.io API Expert
Smicolon is a great example of a top-tier Dev agency. Excellent communication, and the SDD provided was crystal clear from day 1. Anders and Mohamed were available immediately for any questions, and the dev quality was enterprise level. My build was very complicated, and they completed the project easily. I would strongly recommend everyone to work with them.
5.0
Fullstack developer with map integration
Cons: They cost a lot. Pros: They do a good job. You get what you pay for. I don’t think Mohamed is capable of doing a bad job. After spending time with different developers on this site, it’s quite relieving to work with someone who outputs quality work up to industry standards. My only real gripe was that the team was somewhat lacking in knowledge on the implementation of the maps, but they didn’t charge for the learning curve. Overall, I’m happy with the site. It is what I envisioned and a bit more. I will be working with Mohamed in the future.
5.0
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.
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.
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.
5.0
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.
5.0
5.0 rating from 13 reviews
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.