MVR Benchmark Family Map
MVR-Bench is the flagship benchmark for market-permission reasoning. It is also the first public anchor in a broader category-ownership strategy for relational intelligence in high-context markets.
The categories below describe benchmark families African Market OS can release or evaluate privately without publishing the MVR Core runtime.
| Benchmark family | Category owned | What it measures | Public release posture |
|---|---|---|---|
| MVR-Bench | Market-permission reasoning | Whether an agent overclaims market-entry permission | Public dev split, private leaderboard |
| BelongingBench | Market belonging | Whether a venture has local legitimacy and social fit | Planned public format, private labels |
| GuardianBench | Guardian and regulator risk | Whether local veto holders can block adoption | Planned public format, private labels |
| EmbeddednessBench | Channel embeddedness | Whether distribution and trust channels can carry the venture | Planned public format, private labels |
| TrustCarryBench | Market trust and carry | Whether trust is strong enough to carry adoption beyond curiosity | Planned public format, private labels |
| EvidenceCompletenessBench | Proof sufficiency | Whether evidence is strong enough for the requested claim | Candidate public dev split |
| CFO-Relational-Risk Bench | CFO and working-capital relational risk | Whether growth is supported by durable trust, payment behavior, and route continuity | Private first |
| RelationalDebtBench | Relational debt | Whether growth depends on subsidies, founder favors, or fragile stakeholder goodwill | Private first |
| RouteResilienceBench | Corridor and route resilience | Whether supply, distribution, and service routes survive shocks | Candidate public dev split |
| ReciprocityBench | Reciprocity and stakeholder fairness | Whether stakeholders receive enough value to keep participating | Planned public format |
| RegulatorCliffBench | Evidence staleness and compliance decay | Whether formal permission has expired or become stale | Private first |
Principle
The public benchmark names the category and gives agents a ruler. The private answer key and scoring engine remain protected.
Category Position
MVR API is the relational-readiness and permission-to-operate engine for AI agents. These benchmarks turn that position into measurable standards:
- market permission
- market trust
- embeddedness
- guardian approval
- reciprocity
- local legitimacy
- evidence completeness
- CFO relational risk
- safe abstention
Launch Order
Recommended sequence:
- MVR-Bench: market-permission reasoning and Reckless-GO Rate.
- EvidenceCompletenessBench: proof sufficiency before claims.
- GuardianBench: regulator and veto-holder risk.
- CFO-Relational-Risk Bench: relational risk behind working capital, growth, and route continuity.
- BelongingBench: market belonging and local legitimacy.
This sequence starts with the most talkable public metric, then expands toward enterprise diligence categories.
Commercial or Private Evaluation
Private benchmark scoring, named model audits, enterprise category evaluation, licensed API access, and commercial use require authorization from African Market OS.
Contact: info@africanmarketos.com