Stop Guessing if AI Works. Start Building Proof.
Most German enterprises are stuck in "AI paralysis"—terrified of wasting millions on hype that doesn't ship. We're senior engineers, not slide-deck consultants. We build functional prototypes in 3 weeks so you can see the ROI before you sign the big check.
Data Under Your ControlGDPR-Ready3-Week Test Process
3
Weeks
KPI
Check
AI Proof-of-Concept Workflow
Deep Dive into the Mess
Data Reality Check
Ship a Working Prototype
Measure What Actually Changed
Most AI Projects Fail Because They're Just Expensive Experiments.
We've seen companies burn through budgets chasing "AI magic" only to end up with nothing but a pretty demo. We do things differently: we focus on the hard engineering first, so your investment actually pays off.
⚡
Risk Minutes, Not Millions
We run isolated experiments with fixed boundaries. If it doesn't work, we tell you early. No endless budget creep.
🔒
Keep Data in Your Basement
We prefer local LLMs and on-premise infrastructure. Your secrets stay on your hardware, not in a generic cloud training set.
🎯
ROI You Can Actually Explain
We don't do "potential". We deliver code that reduces manual toil or speeds up a bottleneck. You'll have hard numbers for your board.
Engineering, Not Alchemy.
AI isn't magic—it's just another tool in the stack. We help you use it without losing your mind or your budget.
AI
The 3-Week Reality Check
From a "what if" to a working prototype on your own data. Stop wondering and start measuring.
- Problem Analysis
- Data Reality Check
- Functional Prototype
- ROI Projections
🤖
Boringly Reliable AI Agents
Software that actually understands your workflows and automates the parts of the job people hate doing.
- Domain-Specific Chatbots
- Knowledge Retrieval Systems
- Autonomous Decision Support
- Existing Tool Integration
👨💻
Hardcore Software Engineering
Java, Spring Boot, and architectures that don't fall over when the traffic hits. We build systems, not just apps.
- Java/Spring Ecosystem
- Microservices & API Design
- Modern Frontend Architectures
- Distributed Systems
⚙️
DevOps That Just Works
CI/CD, Kubernetes, and monitoring that lets you sleep at night. We automate the "manual" out of your infrastructure.
- CI/CD Pipeline Automation
- Kubernetes & Orchestration
- Infrastructure as Code
- System Monitoring
🏗️
Architecture Rescue & Audits
Inherited a mess? Thinking about a migration? We'll tell you what's broken and how to fix it without a total rewrite.
- Architecture Audits
- Tech Stack Selection
- Performance Tuning
- Transformation Roadmaps
👥
Fractional Tech Leadership
Senior engineering perspective (Interim CTO) for when you need a veteran in the room, but don't need the full-time overhead.
- Fractional CTO Services
- Board Advisory
- Team Mentorship
- Tech Due Diligence
Flagship Product
Meet Antoine: Stress-Test Your Idea Before You Lose Your Shirt
We built Antoine because we were tired of seeing good capital wasted on bad logic. It's a high-precision strategic architect that uses AI-driven Business Model Canvas mapping to tear down and rebuild your vision into something that can actually survive.
AI Business Model Canvas
Stop staring at blank cells. Antoine uses the BMC framework to map out your vision with industry-specific AI recommendations.
Adversarial Stress-Testing
We don't do 'yes-man' AI. Antoine identifies the structural weaknesses in your logic before the market finds them.
Revenue Stream Discovery
Identify hidden monetization opportunities and optimize your unit economics using deep-data pattern matching.
Precision Market Mapping
Precisely align your value proposition with the customer segments that are actually feeling the pain.
Strategic Sounding Board
A data-backed partner to bounce your pivots off of. Get professional feedback without the $500/hour consultant bill.
MVP Roadmap Generation
Turns your validated business model into a technical requirement list for a 3-week prototype build.
Strategic Audit
Business-Model-Validation_v4.pdf
LIVE
Stress-Testing BMC88% Complete
Flagship Product
MSS Recruiter: Never Read a Bad Resume Ever Again
We built MSS Recruiter to solve our own hiring bottleneck. It's a high-precision ranking engine that uses custom LLM agents to vet talent, so you only spend your time interviewing the people who can actually do the job.
Adversarial Screening
We don't just look for keywords. Our engine stress-tests candidate claims against project-specific logic to kill fluff.
Zero Resume Fatigue
Stop scrolling through generic PDFs. Our ranking algorithm surfaces the top 1% based on your actual tech stack.
Bias-Locked Evaluation
Code and merit first. Our evaluation engines are blind to everything except the candidate's ability to solve your problems.
API-First Integration
Pushes data directly to your existing ATS or Slack. We built it to be a tool, not another tab you have to keep open.
Instant Job Hardening
Turn a vague job description into a high-signal screening pipeline in minutes using our custom LLM templates.
Automated Funnel Triage
Automatically move top candidates to the next stage while handling rejections with professional, human-like feedback.
↑
Hiring Efficiency
+70%
JD
Senior Full-Stack Engineer
Ranked #1 of 245 Applicants
Skill Score98/100
How We Get It Done.
We don't do "digital transformation" slide decks. We follow a lean, engineering-first process to get you results in weeks, not years.
1
Deep Dive
We get into the weeds of your problem. No surface-level talk.
2
Data Reality Check
Most AI fails because the data is a mess. We find the truth early.
3
The Build Phase
We ship a functional prototype using your real-world production data.
4
The Roasting
We try to break it. We measure the results. We prove the ROI is real.
5
The Handover
You get the code, the roadmap, and the confidence to scale.
Why This Approach Actually Works
The "Consultant Trap" is real: paying for a 50-page PDF that ends up in a drawer. We deliver code that runs. We prove the tech works in your specific, messy environment before you commit to a multi-year contract. That's how you actually win with AI.
Is This for You?
We work with companies that are done with AI hype and want to ship actual code. If you prioritize reliability and a 3-week prototype over speculative research, we should talk.
⚡
SaaS and Product Teams
Ship AI features without blowing up your existing sprint cycles or legacy debt.
🏭
Manufacturing and Logistics
Stop hoarding CSVs. Turn historical mess into predictive models for downtime and supply chains.
💼
Data-Sensitive Sectors
Local LLMs and VPC-locked Vector DBs for teams that can't risk their data leaving Germany.
🔧
High-Growth Startups
Get senior engineering muscle to build your MVP's core AI logic in 3 weeks, then hand off the keys.
What We Actually Build
Context-Aware Support Agents
RAG pipelines that actually work. They read your docs, understand your edge cases, and stop hallucinating.
Predictive Engine Logic
We don't just plot graphs. We build the ranking algorithms and regression models that predict churn and failure.
Autonomous Workflow Agents
Kill the manual drudgery. We build agents that can parse messy documents, triage data, and trigger your backend APIs.
About Microquants
We're a small team of senior engineers in Frankfurt who got tired of seeing over-engineered, "vaporware" AI projects. We build the boring, reliable, high-performance systems that actually run your business.
Engineering over Management
We're the guys writing the code, not the ones scheduling the meetings. No "account managers" here—just direct access to the builders.
Data Sovereignty is Non-Negotiable
GDPR isn't a hurdle for us; it's the starting line. We build for the European reality where privacy is a feature, not a bug.
Built to Last, Not Just to Demo
We ship production-grade code with tests, docs, and monitoring. If it breaks at 3 AM, we want it to be easy to fix.
Why We're Different
- Decades of battle-tested experience in Java, Spring, and React
- We're allergic to "AI Hype". If a simple script solves it, we won't sell you a neural network
- Fixed timelines: 3 to 8 weeks to ship. No "infinite discovery" phases
- Frankfurt-based, but we speak the language of global enterprise scale
- Brutal honesty. We'll tell you if your AI idea is a bad investment
Our Tools of the Trade
JavaSpring BootReactTypeScriptLarge Language ModelsVector DatabasesKubernetesDevOps AutomationCI/CD Pipelines
Latest Insights
Technical strategy and engineering insights for high-assurance AI implementation.
The Cost of Doing Nothing: 5 Manual Workflows Killing Your Team's Productivity in 2026
Are manual tasks slowing your team down? Discover the 5 workflows you need to automate right now.
The No-B.S. Section
What do I actually need to get started?
A clear problem and access to your data. We don't do 'AI for the sake of AI'—we look for the bottleneck in your workflow. We handle the heavy lifting: infrastructure, data sanitization, and the actual architecture. You bring the domain expertise; we bring the implementation.
How do you handle data privacy (especially in Germany)?
We're builders, not data brokers. We prioritize local LLM deployments or dedicated VPCs so your data stays within your firewall. All solutions are architected for GDPR compliance from day one, with full audit trails. Your IP stays yours.
Can these prototypes actually scale?
We don't build throwaway scripts. Our 3-week prototypes are written in production-grade stacks (Java/Spring Boot, Python/FastAPI, React). If the validation holds, you're not restarting; you're just adding more features to a solid foundation.
How does the 3-8 week timeline work?
We move fast because we skip the fluff. Week 1 is a deep-dive audit. By Week 3, you have a functional prototype. Weeks 4-8 are for stress-testing, edge-case hardening, and integration. We work in high-velocity sprints to keep momentum and kill scope creep.
Do you just disappear after the build?
No. We offer technical SLAs for systems we've built, but our goal is to make you self-sufficient. We provide clean, documented code and hand over the keys. If your team can maintain it internally, we've done our job right.
Ready to Stop Talking and Start Building?
Book a 30-minute technical audit. No sales pitch—just a look at your data architecture and a roadmap for your first 3-week prototype.