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I will build mathematical optimization models for your business
AI, Data Science, Optimization and Custom Software Consulting
Giunto is a four-person team based in Italy. We combine business process consulting, data science, machine learning, mathematical optimization and custom software development. We build AI agents, func...
About this Gig
Make resource allocation and planning decisions with a mathematical optimization model. Giunto is a four-person team based in Italy. We turn your objective, operational data and constraints into a documented Python model.
BASIC: implement one small linear programming problem with objective and constraints already supplied, for one scenario.
STANDARD: formulate and implement one scoped resource allocation or production planning model, for one scenario.
PREMIUM: documented model with up to 3 scenarios, visual results and a decision summary.
You receive the mathematical formulation, commissioned source code, input and output notes, solver status and a concise explanation of assumptions and results. We validate the model against agreed rules and discuss infeasibility or limitations transparently.
Please message us on Fiverr before ordering. Complexity depends on model structure, constraints and data, not only variable count. Large scheduling or routing systems, nonlinear or stochastic research, deployment, paid solver licenses and ongoing support require a custom offer. No business savings or global optimum is guaranteed.
Technology:
Jupyter Notebook
Analysis Type:
Quantitative Analysis
•
Prescriptive Analysis
Expertise:
Business Insights
•
Algorithms
•
Math
Programming language:
Python
FAQ
What information do you need?
Describe the decision, objective, variables, constraints, input data and expected output. For Basic, provide an existing linear formulation. We confirm complexity and feasibility before ordering.
Can you guarantee an optimal solution or savings?
No universal guarantee is possible. We report solver status, objective value and, where available, optimality gap and runtime limits. Results depend on the formulation and data; business savings are not guaranteed.
What is a scenario?
A scenario is one agreed set of input parameters for the same model structure. Basic and Standard include one; Premium includes up to three. Changing the objective or model structure may require a separate offer.
Are code and solver licenses included?
Commissioned Python source code, formulation and usage notes are included. Paid solver licenses and third-party subscriptions are excluded. We agree an appropriate solver and any license requirements before development.
What counts as a revision?
Refinement within the agreed model, constraints and inputs. New business rules, objectives, scenarios beyond the package or deployment are additional scope. Basic includes 1 revision; Standard and Premium include 2.
