acmedis the art of optimization
We solve the problems spreadsheets can't — and ship the systems that keep performing.
Human + AI, data-led.
At acmedis we turn complex operational and strategic questions into models you can run, audit, and improve. Our edge is mathematical optimisation — MIP and constraint programming for problems where 'good enough' costs real money — combined with AI systems built for production, not proof-of-concept.
We integrate your existing data, build analytical software around it, and connect the outputs to the decisions that separate business as usual from outperforming the market. Less slide deck. More working software.
What do we do?
Four challenge types. One through-line: defensible decisions under real-world constraints.
Mathematical optimisation
Resource planning, network design, portfolio choices, capacity allocation — when the combinatorics explode, we formulate the problem properly and solve it with MIP and constraint programming. Provably strong solutions, not heuristic guesses.
AI strategy & implementation
Where should AI earn a line in your budget? We map use cases to ROI, build prototypes that survive contact with real data, and deliver applications your teams actually adopt.
AI-readiness assessment
Before you scale, we stress-test your processes, data estate, and IT landscape. Clear, independent guidance on what is ready now — and what must be fixed first.
Document & language pipelines
LLMs where they add leverage: extracting structure from reports, routing correspondence, grounded Q&A over your knowledge base. Always wired into downstream models and workflows — not a chatbot sitting in a sidebar.
Our tools
Classical rigour where explainability matters. Modern AI where scale matters. Often both in one pipeline:
- Mixed Integer Programming and constraint programming for NP-hard planning and allocation problems
- Decision trees, Bayesian models, and interpretable ML for regulated, audit-ready decision support
- Agentic workflows that automate multi-step processes with guardrails
- Custom pipelines that combine optimisation, prediction, and language models end-to-end
- Neural networks and LLMs for extraction, classification, and retrieval over unstructured text
Sectors
Commercial, non-profit, and semi-public organisations — wherever decisions are constrained by capacity, regulation, or competing objectives. We translate advanced modelling into daily operations: planning desks, policy teams, customer operations, and leadership.
From problem to production in 3 steps
No infinite discovery phase. We find the lever, build what matters, and stay until it runs.
Frame the decision
We map the business question, constraints, and data — and quantify where optimisation or AI actually moves the needle.
Build & integrate
Models, solvers, and workflows that plug into your stack — with clear acceptance criteria before go-live.
Operate & improve
Monitor performance, retrain where needed, and tighten the formulation as your business changes.
Flexible Engagement Models
Choose the collaboration format that fits your team, from focused projects to an advisory-hours retainer.
Project Trajectory
- Clear project scope
- Milestone-based delivery
- Defined deliverables
Advisory Hours Retainer
- Flexible advisory support
- Priority access to specialists
- Use hours as needed
- Ideal for ongoing guidance
Implementation Partner
- From strategy to implementation
- Roadmap ownership
- Cross-team enablement
- Ongoing optimization
Ready to Optimize Your Business?
Let's define a practical AI roadmap tailored to your team and goals.