Decision history & reoptimization
Retain the model, assumptions and result history so changed requirements can be checked and re-evaluated without losing their meaning.
Customer-specific engineering
Selected product access: CLI · MCP · Headless
Teams that repeatedly plan, configure, allocate or evaluate the same system as its inputs and requirements change.
Agree the business requirement, model and outcome before choosing the implementation.
A changed objective, resource bound or requirement can invalidate an earlier conclusion.
Bind decisions to the exact solved revision and identify which earlier claims must be checked again.
A saved answer is not the same as a reusable theorem or a retained search frontier.
Use supported warm starts, sessions and checked bound reuse where their preservation conditions hold; measure total cost rather than assume a speedup.
Source versions, assumptions, candidate outputs and operating decisions can live in separate places.
Define a retained decision record, export path, customer approval step and revision history appropriate to the deployment.
The written scope names the inputs, implementation, evidence and handover your team receives.
Model and data identity, assumptions, candidates, checking status and customer review history.
Permitted changes, invalidation rules and repeatable solve/check operations.
A clear distinction between reusable evidence, warm starts and work that must be recomputed.
Storage, export, deletion, access and operating responsibilities agreed with the customer.
A planning team adds resource restrictions to a previously solved model. The workflow checks whether a parent bound still applies, finds or checks a current-model witness, and preserves the new revision. Illustrative, not a customer case study.
Illustration of the engagement, not a live solver or a customer case study.
Retain the approved source, data, result and required evidence.
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.