Practical AI,engineered into daily work.
We help small and mid-sized companies put AI where it pays: mapping the workflows worth automating, wiring AI into the tools you already run, and building custom assistants where off-the-shelf software stops.
- Fixed-scope engagements
- Prototype-first delivery
- Human review built in
- English & German
Wired into the systems your team already runs
Map the work. Wire in AI. Build what's missing.
Three disciplines that cover the full arc of AI adoption — from the first workflow map to custom tools in daily use. Start anywhere: each engagement stands on its own and feeds the next.
Working systems, measurable outcomes.
Representative engagements that took AI from idea to daily operating workflow — each with a human review step wherever it matters.
Where SMEs win with AI first.
AI pays fastest where the work is concrete. Eight operating areas where the first hours usually come back — and what a working system looks like in each.
Sales Operations
CRM · ProposalsLead research, follow-up drafting, call summaries, proposal generation, and pipeline reporting.
Proposal drafts in minutes
See the full exampleCustomer Support
Ticketing · KnowledgeTicket triage, answer suggestions, escalation routing, and searchable support knowledge.
Faster first response
See the full exampleOperations Admin
Back officeInbox processing, document extraction, checklist automation, and recurring reporting.
Admin loops compressed
See the full exampleFinance Operations
Invoices · AnalysisInvoice review, variance explanations, spreadsheet workflows, and management summaries.
Cleaner monthly close
See the full exampleManufacturing
Processes · QAWork instruction search, quality documentation, maintenance notes, and production reporting.
Shop-floor knowledge on demand
See the full exampleProfessional Services
Research · DeliveryResearch assistants, document review, project briefs, and reusable delivery templates.
Reusable delivery IP
See the full exampleRetail & Ecommerce
Catalog · SupportProduct content, customer replies, return analysis, and stock or demand summaries.
Merchandising cycles shortened
See the full exampleField Service
Scheduling · ReportsJob notes, dispatch summaries, equipment knowledge, and post-visit reporting.
Better field-to-office handoff
See the full exampleWhat hands-on AI work should feel like.
The engagement translated AI into workflows our team already understood. We left with a working tool, not just a list of ideas.
The biggest difference was focus. They helped us avoid broad AI experiments and ship the two automations that saved time immediately.
Let's build something useful.
Tell us where the hours go. We reply within two working days — with a first read on the smallest system that would win them back.