See it working before you commit to anything.
Mouliqe designs and builds AI, automation and data systems for small and mid-sized businesses. Pick the problem that sounds like yours, and try a working simulation of how I'd approach it.
What are you dealing with?
Our AI chatbot keeps making things up. Is it the model or the data?
AI Solutions & Architecture
Proper retrieval architecture with guardrails. The system says "I don't know" when it doesn't know, and your team reviews exceptions, not everything.
How I work on this →ChatGPT is smart, but it knows nothing about our business.
AI Solutions & Architecture
Connect it to the systems you already use, with permissions you set, through MCP, the standard way AI apps reach your tools. Where your system has no connector, I build one. Try a real one.
How I work on this →We have 3 years of data in spreadsheets that nobody trusts.
Data Engineering & Infrastructure
One warehouse, automated pipelines, a single source of truth. Reports generate themselves, and the numbers match everywhere.
How I work on this →Our core system is decades old, and nobody left understands it.
Data Engineering & Infrastructure
I decode it with you through a read-only connector: AI does the reading, and a person decides what it isn't sure of. Then we move it one area at a time, with every record and dollar reconciled, while the old system keeps running.
How I work on this →My team spends 20 hours a week manually pulling reports.
Analytics & Business Intelligence
The dashboard flags the variance before anyone asks for it. Your analyst works on strategy, not firefighting.
How I work on this →We built a proof of concept that worked. Production broke everything.
AI Solutions & Architecture
Usually the issue is in the architecture layer: poor context management, missing guardrails, no output validation. I find the root cause and fix it, often without replacing the model.
How I work on this →Our numbers never match across teams. Nobody knows which report is right.
Data Engineering & Infrastructure
The plumbing that gets your data from where it lives to where it's useful. When numbers don't match across tools, that's a data engineering problem.
How I work on this →Our systems don't talk to each other, and every integration we've tried breaks.
Data Engineering & Infrastructure
One connector on each system, each speaking that system's language, and an AI layer across them that lines up the data and runs jobs across all of them, with your approval on every change. It replaces the brittle point-to-point jobs instead of adding another.
How I work on this →Does my business actually need AI?
Maybe. Maybe not.
Many businesses don't need AI. They need better data infrastructure, automation, or a well-designed workflow. I'll tell you which one applies to you.
Read more about this →Simulations built from real patterns.
Each one runs entirely in your browser, with sample data. Nothing you type leaves the page.
Right-Sized AI
Rules, a small model, Jev and a big chatbot answer the same request, with the monthly cost of each.Try it → AI demoRAG Pipeline Explorer
How a question becomes a grounded answer, step by step.Try it → AI demoAgent Workflow Simulator
Five business tasks, five agent architectures, with the tool calls logged.Try it → AI demoDocument Intelligence Pipeline
An invoice, contract or report, parsed into JSON and summarized.Try it → AI demoAI Security & Guardrails
A prompt through the guardrails, then the same prompt with them off.Try it → AI demoAI Cost Simulator
Monthly AI cost as RAG, caching and model routing are applied.Try it → AI demoSupply Chain Intelligence Engine
Sample market signals through a hybrid engine: models do the math, AI does the reasoning.Try it → AI demoAnomaly Detection Dashboard
Statistical baselines, then the anomalies simple thresholds miss.Try it → AI demoAI Connector Playground
Switch an assistant's connectors on and off and watch its answer change.Try it → AI demoAI Connector Safety
Reads run, sends wait for approval, and a hidden instruction gets caught.Try it → AI demoCustom Connector Builder
An old system turned into an MCP server, tested against the quick way.Try it → AI demoAI Playbooks
The same request with and without your company's playbook.Try it → AI demoLegacy Data Modernizer
Decades-old data decoded by AI, checked by a person, reconciled to the cent.Try it → AI demoSystems Bridge
Six systems that never talked, one connector each, one AI layer across them.Try it → Data demoData Quality Scanner
Rule-based checks that score every column of a CSV.Try it → Data demoETL Pipeline Simulator
Extract, validate, clean, transform and load, row by row.Try it → Data demoKPI Dashboard Builder
A CSV in, an interactive dashboard out.Try it → Data demoData Migration Planner
Schemas mapped, risks flagged, and a phased plan.Try it →Try a real connector in your own AI app.
A small, read-only MCP server with a made-up distributor's data. Add it to Claude or ChatGPT and ask it questions.
Answer 3 questions. See your architecture.
Get an AI and data architecture mapped to your situation, with toggles that show what happens when you cut corners. 63 pathways.
Let's figure out what you actually need.
Every engagement starts with a free discovery call: 30 minutes on Google Meet, no pitch.
Book a Discovery Call