Structure-preserving model preparation
Evaluate whether supported structure can reduce a model or connect it to a better-fitting engine while preserving the original problem.
Customer-specific engineering
Selected product access: CLI · MCP · Headless
Optimization teams and engineering-software vendors facing expensive models with repeated or interchangeable structure.
Agree the business requirement, model and outcome before choosing the implementation.
The original formulation may repeat equivalent choices or obscure useful structure.
Inspect the admitted model for supported preparation and reduction opportunities before scaling execution.
Dropping requirements or changing objectives can make an apparent speedup meaningless.
Retain the original-source relationship, transformation rules and solution-lifting or theorem checks appropriate to the selected path.
Preparation and original-source verification can dominate a smaller search.
Measure full preparation, search, transport and checking costs against the original accepted baseline.
The written scope names the inputs, implementation, evidence and handover your team receives.
Supported repeated, symmetric or graph/linear structure and explicit reasons to accept or reject a preparation route.
The admitted representation, adapter or reduction with its original-model relation.
Applicable lifting, objective checks or proof transport back to the accepted source.
Model size, useful completion and total cost, including cases where direct execution remains preferable.
A graph instance contains structurally interchangeable groups. Assess a supported count representation and verify its relationship to the original graph before comparing total cost. Illustrative, not a runtime promise.
Illustration of the engagement, not a live solver or a customer case study.
Identify supported structure and the requirements that must remain unchanged.
The following inputs and measures guide the proposal and acceptance plan.
Select only what the task needs.
These links do not assert a completed combined integration.
Commission a bounded scope using the existing engineering and licensing options. A $15,000 workload assessment or $30,000 focused sprint may fit a limited first step; neither includes the entire workflow by default. Larger implementation, operated delivery, compute and continuing rights are agreed separately.
This is a customer-specific engagement using selected existing products. The model, adapters, user experience and acceptance work are scoped before delivery. It does not add another underlying product or establish a completed integration.
Yes, where its input, output and operating interfaces fit the agreed scope. A custom adapter may be required. The existing tools do not have to be replaced to qualify one useful component.
Agree the baseline, required result, explicit limits, delivery capacity and acceptance tests before work begins. Existing software rates remain unchanged; engineering already included in a larger scope is not charged twice.
One capability. A connected workflow.
A team to put it into practice.