Candidate 01
Supplier 01
Speed 79Durability 95Governance 86
90fit
Turn requirements
into a resolved choice.
Interpret buyer intent, compare candidates across real constraints and explain why one option fits better than the rest.
Explore the workflowInputRequirement + policy
DecisionMulti-factor resolution
OutputExplained choice
Explore the workflow
Resolve a constrained choice
Change the decision priority and inspect how the candidate order and explanation respond.
Resolved orderDurability
Candidate 03
Supplier 03
Speed 97Durability 84Governance 88
85fitCandidate 02
Supplier 02
Speed 72Durability 81Governance 91
84fitSelection rationaleCandidate 01 leads under the selected priority while meeting the stated deployment, warranty and governance conditions.
Eligible field12Policy fit7Operational fit3Resolved choice1
Constraint sequence
Eliminate before ranking.
An option outside a hard boundary should not win because it performs well elsewhere.
01
Intent before inventory
Real requirements rarely arrive as clean filters.
A useful commerce system interprets delivery, interoperability, warranty, policy, risk and total-cost conditions together before ranking supply.
- Requirement interpretation
- Candidate eligibility
- Policy and warranty comparison
- Trade-off visibility
02
Resolution
A ranking is incomplete without a reason.
The selected option should be accompanied by the evidence that supported it, the trade-offs accepted and the conditions that could change the outcome.
- Evidence-backed ranking
- Exclusion reasons
- Sponsored influence separation
- Decision record
03
Buyer control
The objective belongs to the buyer—not the catalogue.
Policy and declared priorities should control the resolution process, with uncertainty and commercial influence made visible.
One useful relationship begins with one clear objective.