Custom AI Builds
When the off-the-shelf AI Employees don't fit, we build the system from scratch.
Some problems aren't a phone line or a chat widget. They're an industry-specific data problem, a workflow no SaaS covers, or a multi-tenant platform that has to satisfy auditors. That's what this is for. We design and ship the production system end-to-end: data pipeline, agent loop, and the dashboard your team actually uses. No slide decks, no proof-of-concepts that die in a sandbox. The output is code running in production.
Typical engagement
One custom system up to a full multi-tenant platform
4–14 weeks
Production system, source code, and handover documentation
What we build
Custom AI agents
Agents that reason over your data and take real actions in your tools: CRM, calendar, planning systems, internal apps.
Machine learning systems
Matching, classification, scoring, all trained on your data and evaluated against your real business outcomes.
Multi-tenant platforms
Production SaaS where each customer has isolated data, branded access, and admin tooling, built to compliance requirements where they apply.
Internal workflow automation
Telegram, Slack, or web-triggered agents that plan, route, and execute end-to-end without a human in the middle.
When this fits
- An AI Employee from our catalog doesn't match the problem cleanly
- Your data lives somewhere unusual: industry PIM, legacy ERP, internal app, niche database
- Compliance or sector rules dictate parts of the architecture (healthcare, finance, public sector)
- Off-the-shelf SaaS exists but the lifetime cost is higher than building it once
Recent work

European B2B Sourcing Platform
AI-Powered B2B Sourcing Marketplace for the European Mid-Market
Custom full-stack marketplace where the AI runs supplier intake, qualifies inbound leads on supplier-branded URLs, matches buyers against the supplier base, and drafts the order live during negotiation. Built end to end by Mape across frontend, backend, AI layer, and infrastructure.
View Case Study
B2B Building Materials Data Platform
AI-Powered Product Matching at Scale
A leading building materials data platform was losing 20% of operational capacity to manual product matching. We built a custom ML system that automates the majority of matches.
View Case Study
Crew4You
AI-Powered Daily Workforce Logistics
An event staffing company was spending significant time every day on manual transportation coordination. We built an AI agent that does it with a single Telegram command.
View Case Study
Digitale Kliniek
Building a NEN 7510 Compliant SaaS to Replace SharePoint in 60+ Clinics
How Mape Media rebuilt Digitale Kliniek as a multi-tenant, NEN 7510 compliant SaaS, replacing a SharePoint product across 60+ Dutch clinics with an EU-hosted platform.
View Case StudyReady to automate the boring stuff?
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