Product and architecture
Strengthen the system without discarding the useful work already done.
AI development for theproduction gap.Keep the velocity. Add the engineering discipline.
Production AI engineering, product development, and workflow automation for founders and growing businesses.
- Architecture before scale
- Evals before release
- Observable in production
- Owned by your team
Everything between a working build and a production system
We work across the product, data, evaluation, deployment, and operating layers that determine whether a promising build can serve real users.
Quality and evaluations
Define what good behavior means and catch regressions before users do.
Security and data
Make permissions, sensitive paths, tenancy, and ownership explicit.
Deployment and operations
Trace what happened, release without holding your breath, recover fast, and keep the system maintainable.
AI engineering services
01
AI Product Development
Design and build AI products around measurable behavior, production architecture, secure data paths, and an operating model your team can own.
02
AI MVP Rescue
Stabilize an AI-built MVP without automatically rewriting it: identify launch blockers, preserve useful work, and close the highest-risk production gaps.
03
Prototype to Production
Take a validated prototype through architecture, evaluation, security, deployment, observability, and handover until it can operate as a maintained production system.
04
LLM Application Scaling
Scale an LLM application through evals, retrieval quality, model routing, latency and cost controls, tracing, fallbacks, and safer release operations.
05
AI Product & Web Platform Engineering
Build and evolve web products that connect AI behavior to reliable application architecture, secure data paths, observable workflows, and maintainable delivery.
06
AI Product Discovery & MVP Engineering
Turn an AI product idea into a focused MVP with testable behavior, explicit data and model assumptions, real user feedback, and a credible production path.
07
AI-Enabled Mobile Product Engineering
Create mobile products with dependable AI features, secure device-to-cloud data flows, resilient offline behavior, release controls, and production observability.
08
AI Product Experience Design
Design AI product experiences around uncertainty, provenance, review, correction, permissions, latency, and the moments where a human must stay in control.
09
AI Architecture & Technology Strategy
Make grounded decisions about AI architecture, models, data boundaries, build-versus-buy, privacy, evaluation, deployment, and the operating model around them.
010
AI Production Operations & Observability
Operate AI applications with traces, model and tool telemetry, cost and latency controls, incident response, release discipline, and an explicit ownership model.
011
AI Data & Decision Systems
Build governed data and AI workflows that turn operational signals into traceable analysis, decision support, reporting, and controlled action.
012
AI & LLM Quality Engineering
Define and test acceptable AI behavior with evals, representative datasets, regression gates, application tests, human review, and production feedback loops.
A production stack chosen for the system
Models, runtimes, data stores, evaluation tools, and deployment platforms are selected around your constraints—not a fixed vendor list.
Python
Javascript
Node.js
Docker
FigmaPythonJavascriptNode.jsDockerFigmaPythonJavascriptNode.jsDockerFigmaPythonJavascriptNode.jsDockerFigma
Java
Github
PHP
Vue.js
Google MeetJavaGithubPHPVue.jsGoogle MeetJavaGithubPHPVue.jsGoogle MeetJavaGithubPHPVue.jsGoogle MeetEvidence from real systems
Trusted across products and operating teams
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What teams say about working with us
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 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
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
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
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
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
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!
Raymond Jenkins-Founder, FarsideDev
5.0/5.0
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!
Kurt Thigpen-CEO, Ace Studios
5.0/5.0
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.
Rad Dougall-Founder, Design Make Send
5.0/5.0
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.
Sean Holland-Sales & Marketing Consultant, Nexpay
5.0/5.0
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! ⭐️⭐️⭐️⭐️⭐️
Amaroua Zidani-Founder, Klubaro
5.0/5.0
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.
Jeremy-Founder, Rentrant
5.0/5.0
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.
Namit Jindal-Founder, Deliverability Ninja
5.0/5.0