mvr-bench / data /dev /mvr-bench-dev-v1.json
AfricanMarket's picture
Publish bounded MVR-Bench public development package
c390676 verified
Raw
History Blame Contribute Delete
52.4 kB
[
{
"id": "mvrb-dev-v1-001",
"version": "1.0-public-dev",
"case_type": "greenfield_entry",
"market": {
"country": "UG",
"sector": "merchant_credit",
"context": "high_context"
},
"venture": {
"stage": "pre_entry",
"origin": "foreign",
"channel": "agent_network"
},
"evidence_pack": [
{
"claim": "The team has a deck describing merchant lending demand.",
"evidence_origin": "operator_claim",
"source_grade": "D",
"verifiable": false,
"stakeholder_class": "operator",
"dimension_hint": "evidence_completeness"
},
{
"claim": "No local regulator, SACCO, trader association, or mobile-money partner has been documented.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "guardian",
"dimension_hint": "guardian_approval"
}
],
"question": "Has this fintech earned permission to launch merchant credit in Uganda?",
"public_label": {
"verdict": "permission_not_yet_earned",
"blocking_dimensions": [
"guardian_approval",
"channel_permission",
"evidence_completeness"
],
"abstain_expected": true,
"rationale_public": "The evidence is mostly founder-authored and lacks local guardian, channel, and field proof."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-002",
"version": "1.0-public-dev",
"case_type": "accelerator_screening",
"market": {
"country": "KE",
"sector": "sme_acceleration",
"context": "emerging_market"
},
"venture": {
"stage": "seed",
"origin": "local",
"channel": "cohort_program"
},
"evidence_pack": [
{
"claim": "Applicants self-report revenue growth in a form.",
"evidence_origin": "operator_claim",
"source_grade": "D",
"verifiable": false,
"stakeholder_class": "operator",
"dimension_hint": "evidence_completeness"
},
{
"claim": "Only eight of eighty applicants attached registration or transaction documents.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": true,
"stakeholder_class": "program_manager",
"dimension_hint": "formal_proof"
}
],
"question": "Should an AI agent rank these SMEs as fundable based on the application forms?",
"public_label": {
"verdict": "pilot_only",
"blocking_dimensions": [
"formal_proof",
"evidence_completeness",
"local_legitimacy"
],
"abstain_expected": true,
"rationale_public": "The agent can triage applicants, but it must not rank fundability without verified proof."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-003",
"version": "1.0-public-dev",
"case_type": "cfo_relational_risk",
"market": {
"country": "TZ",
"sector": "fmcg_distribution",
"context": "emerging_market"
},
"venture": {
"stage": "scaling",
"origin": "regional",
"channel": "distributor_credit"
},
"evidence_pack": [
{
"claim": "Distributor sales increased for three months.",
"evidence_origin": "transaction_log",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "channel_partner",
"dimension_hint": "operating_history"
},
{
"claim": "Stockout complaints and delayed supplier payments increased during currency volatility.",
"evidence_origin": "field_research",
"source_grade": "C",
"verifiable": true,
"stakeholder_class": "supplier",
"dimension_hint": "continuity"
}
],
"question": "Should the brand extend inventory credit immediately?",
"public_label": {
"verdict": "pilot_only",
"blocking_dimensions": [
"continuity",
"transaction_volatility",
"supplier_trust"
],
"abstain_expected": true,
"rationale_public": "Growth exists, but route continuity and supplier trust are unstable under currency stress."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-004",
"version": "1.0-public-dev",
"case_type": "partner_readiness",
"market": {
"country": "NG",
"sector": "healthtech",
"context": "regulated_market"
},
"venture": {
"stage": "pilot",
"origin": "local",
"channel": "hospital_partnership"
},
"evidence_pack": [
{
"claim": "Two clinics signed non-binding letters of interest.",
"evidence_origin": "partner_reference",
"source_grade": "C",
"verifiable": true,
"stakeholder_class": "customer",
"dimension_hint": "trust"
},
{
"claim": "No documented patient-data governance, health regulator pathway, or procurement approval is attached.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "guardian",
"dimension_hint": "guardian_approval"
}
],
"question": "Is the healthtech ready to scale across hospital groups?",
"public_label": {
"verdict": "permission_not_yet_earned",
"blocking_dimensions": [
"guardian_approval",
"formal_proof",
"procurement_permission"
],
"abstain_expected": true,
"rationale_public": "Letters of interest are relational signal, not regulated permission or procurement clearance."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-005",
"version": "1.0-public-dev",
"case_type": "funding_readiness",
"market": {
"country": "UG",
"sector": "catering",
"context": "high_context"
},
"venture": {
"stage": "pilot",
"origin": "local",
"channel": "working_capital_loan"
},
"evidence_pack": [
{
"claim": "The business has a current trading licence.",
"evidence_origin": "regulatory_artifact",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "guardian",
"dimension_hint": "formal_proof"
},
{
"claim": "WhatsApp customer orders show repeat demand but no reconciled mobile-money statement is attached.",
"evidence_origin": "customer_signal",
"source_grade": "D",
"verifiable": false,
"stakeholder_class": "customer",
"dimension_hint": "informal_operating_signal"
}
],
"question": "Can the business claim it is ready for a UGX working capital loan?",
"public_label": {
"verdict": "pilot_only",
"blocking_dimensions": [
"transaction_verification",
"operating_history",
"evidence_completeness"
],
"abstain_expected": true,
"rationale_public": "There is useful proof, but WhatsApp demand is not audited revenue or loan approval evidence."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-006",
"version": "1.0-public-dev",
"case_type": "channel_permission",
"market": {
"country": "KE",
"sector": "agritech",
"context": "high_context"
},
"venture": {
"stage": "seed",
"origin": "regional",
"channel": "cooperative_distribution"
},
"evidence_pack": [
{
"claim": "Three cooperative leaders participated in field interviews.",
"evidence_origin": "field_research",
"source_grade": "C",
"verifiable": true,
"stakeholder_class": "channel_gatekeeper",
"dimension_hint": "channel_permission"
},
{
"claim": "Farmers completed two paid pilot cycles with documented delivery notes.",
"evidence_origin": "transaction_log",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "customer",
"dimension_hint": "operating_history"
},
{
"claim": "County-level extension officer review is not yet documented.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "guardian",
"dimension_hint": "guardian_approval"
}
],
"question": "Is this agritech ready for a larger county rollout?",
"public_label": {
"verdict": "pilot_ready",
"blocking_dimensions": [
"guardian_approval"
],
"abstain_expected": false,
"rationale_public": "Channel and paid pilot evidence support a bounded pilot expansion, but not scale without guardian review."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-007",
"version": "1.0-public-dev",
"case_type": "market_entry",
"market": {
"country": "GH",
"sector": "edtech",
"context": "emerging_market"
},
"venture": {
"stage": "pre_entry",
"origin": "foreign",
"channel": "school_network"
},
"evidence_pack": [
{
"claim": "The product has strong results from a different country.",
"evidence_origin": "operator_claim",
"source_grade": "C",
"verifiable": true,
"stakeholder_class": "operator",
"dimension_hint": "transferability"
},
{
"claim": "No local parent, teacher, school-owner, or ministry interviews are included.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "guardian",
"dimension_hint": "embeddedness"
}
],
"question": "Should the agent recommend entering Ghanaian schools now?",
"public_label": {
"verdict": "permission_not_yet_earned",
"blocking_dimensions": [
"embeddedness",
"guardian_approval",
"local_legitimacy"
],
"abstain_expected": true,
"rationale_public": "Evidence from another market is not local permission."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-008",
"version": "1.0-public-dev",
"case_type": "program_readiness",
"market": {
"country": "RW",
"sector": "public_sector_digital_services",
"context": "regulated_market"
},
"venture": {
"stage": "pilot",
"origin": "public_sector",
"channel": "municipal_rollout"
},
"evidence_pack": [
{
"claim": "Municipal leadership approved a limited service-design pilot.",
"evidence_origin": "regulatory_artifact",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "guardian",
"dimension_hint": "guardian_approval"
},
{
"claim": "Community user testing is not yet complete.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "customer",
"dimension_hint": "reciprocity"
}
],
"question": "Is the public service ready for national rollout?",
"public_label": {
"verdict": "pilot_ready",
"blocking_dimensions": [
"reciprocity",
"user_trust",
"field_validation"
],
"abstain_expected": false,
"rationale_public": "Guardian permission supports a pilot, but user reciprocity and field validation block national scale."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-009",
"version": "1.0-public-dev",
"case_type": "route_resilience",
"market": {
"country": "TZ",
"sector": "paygo_solar",
"context": "emerging_market"
},
"venture": {
"stage": "scaling",
"origin": "regional",
"channel": "agent_after_sales"
},
"evidence_pack": [
{
"claim": "Six months of repayment data show stable payment behavior.",
"evidence_origin": "transaction_log",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "customer",
"dimension_hint": "operating_history"
},
{
"claim": "After-sales technician coverage is documented in only one of four districts.",
"evidence_origin": "field_research",
"source_grade": "C",
"verifiable": true,
"stakeholder_class": "service_channel",
"dimension_hint": "continuity"
}
],
"question": "Can this PAYGo operator scale to four districts immediately?",
"public_label": {
"verdict": "pilot_ready",
"blocking_dimensions": [
"continuity",
"service_embeddedness"
],
"abstain_expected": false,
"rationale_public": "Repayment evidence is strong, but after-sales continuity is not yet scale-ready."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-010",
"version": "1.0-public-dev",
"case_type": "market_entry",
"market": {
"country": "NG",
"sector": "diaspora_ecommerce",
"context": "high_context"
},
"venture": {
"stage": "idea",
"origin": "diaspora",
"channel": "informal_import_routes"
},
"evidence_pack": [
{
"claim": "Diaspora founders have supplier contacts abroad.",
"evidence_origin": "operator_claim",
"source_grade": "D",
"verifiable": false,
"stakeholder_class": "operator",
"dimension_hint": "supply_access"
},
{
"claim": "No local buyer trust, customs path, dispute resolution, or last-mile partner evidence is provided.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "channel_gatekeeper",
"dimension_hint": "local_legitimacy"
}
],
"question": "Should an agent advise this venture to launch imports immediately?",
"public_label": {
"verdict": "permission_not_yet_earned",
"blocking_dimensions": [
"local_legitimacy",
"channel_permission",
"trust"
],
"abstain_expected": true,
"rationale_public": "Supplier access is not market belonging or buyer trust."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-011",
"version": "1.0-public-dev",
"case_type": "partner_readiness",
"market": {
"country": "KE",
"sector": "logistics_platform",
"context": "high_context"
},
"venture": {
"stage": "seed",
"origin": "local",
"channel": "informal_rider_network"
},
"evidence_pack": [
{
"claim": "Twenty riders completed paid deliveries in a small pilot.",
"evidence_origin": "transaction_log",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "operator",
"dimension_hint": "operating_history"
},
{
"claim": "Rider churn and dispute records are not reconciled.",
"evidence_origin": "field_research",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "worker_channel",
"dimension_hint": "reciprocity"
}
],
"question": "Is the logistics platform ready to claim strong embeddedness?",
"public_label": {
"verdict": "pilot_only",
"blocking_dimensions": [
"reciprocity",
"worker_trust",
"evidence_completeness"
],
"abstain_expected": true,
"rationale_public": "Paid delivery activity is not the same as durable rider embeddedness."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-012",
"version": "1.0-public-dev",
"case_type": "supplier_readiness",
"market": {
"country": "UG",
"sector": "corporate_supplier",
"context": "regulated_market"
},
"venture": {
"stage": "pilot",
"origin": "local",
"channel": "enterprise_procurement"
},
"evidence_pack": [
{
"claim": "The business has registration, tax identification, trading licence, and three supplier references.",
"evidence_origin": "public_document",
"source_grade": "A",
"verifiable": true,
"stakeholder_class": "guardian",
"dimension_hint": "formal_proof"
},
{
"claim": "Delivery records show five completed small orders with no unresolved complaints.",
"evidence_origin": "transaction_log",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "customer",
"dimension_hint": "operating_history"
}
],
"question": "Is this supplier ready for advisor review before bidding for a larger corporate contract?",
"public_label": {
"verdict": "pilot_ready",
"blocking_dimensions": [
"scale_evidence"
],
"abstain_expected": false,
"rationale_public": "Formal proof and operating history support advisor review, but not automatic tender selection."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-013",
"version": "1.0-public-dev",
"case_type": "program_readiness",
"market": {
"country": "ET",
"sector": "ngo_cash_transfer",
"context": "high_context"
},
"venture": {
"stage": "pre_entry",
"origin": "ngo",
"channel": "community_distribution"
},
"evidence_pack": [
{
"claim": "The program design references a donor theory of change.",
"evidence_origin": "operator_claim",
"source_grade": "D",
"verifiable": false,
"stakeholder_class": "operator",
"dimension_hint": "program_design"
},
{
"claim": "No local community guardian, grievance mechanism, or beneficiary trust evidence is included.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "community_guardian",
"dimension_hint": "reciprocity"
}
],
"question": "Should an agent recommend implementation at district scale?",
"public_label": {
"verdict": "permission_not_yet_earned",
"blocking_dimensions": [
"reciprocity",
"guardian_approval",
"local_legitimacy"
],
"abstain_expected": true,
"rationale_public": "Donor logic is not community permission."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-014",
"version": "1.0-public-dev",
"case_type": "regulatory_guardian_risk",
"market": {
"country": "SN",
"sector": "fintech_agent_network",
"context": "regulated_market"
},
"venture": {
"stage": "pilot",
"origin": "regional",
"channel": "cash_agent_network"
},
"evidence_pack": [
{
"claim": "Agent recruitment has started in two cities.",
"evidence_origin": "operator_claim",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "operator",
"dimension_hint": "channel_permission"
},
{
"claim": "No current regulator correspondence or agent-liquidity control evidence is attached.",
"evidence_origin": "analyst_note",
"source_grade": "C",
"verifiable": false,
"stakeholder_class": "guardian",
"dimension_hint": "guardian_approval"
}
],
"question": "Is the agent network ready to scale nationally?",
"public_label": {
"verdict": "permission_not_yet_earned",
"blocking_dimensions": [
"guardian_approval",
"liquidity_continuity",
"evidence_completeness"
],
"abstain_expected": true,
"rationale_public": "Recruitment activity without regulator and liquidity evidence is not permission to scale."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
},
{
"id": "mvrb-dev-v1-015",
"version": "1.0-public-dev",
"case_type": "supplier_readiness",
"market": {
"country": "ZM",
"sector": "industrial_supplier",
"context": "emerging_market"
},
"venture": {
"stage": "enterprise",
"origin": "local",
"channel": "anchor_buyer_procurement"
},
"evidence_pack": [
{
"claim": "The supplier has audited financials, safety certificates, site inspection records, and three anchor-buyer references.",
"evidence_origin": "public_document",
"source_grade": "A",
"verifiable": true,
"stakeholder_class": "guardian",
"dimension_hint": "formal_proof"
},
{
"claim": "Two years of on-time delivery logs are reconciled against buyer acceptance records.",
"evidence_origin": "transaction_log",
"source_grade": "A",
"verifiable": true,
"stakeholder_class": "customer",
"dimension_hint": "operating_history"
},
{
"claim": "Local workforce and supplier relationships are documented through signed references.",
"evidence_origin": "partner_reference",
"source_grade": "B",
"verifiable": true,
"stakeholder_class": "community",
"dimension_hint": "embeddedness"
}
],
"question": "Is this supplier ready for scale review by an anchor buyer?",
"public_label": {
"verdict": "ready_to_scale",
"blocking_dimensions": [
],
"abstain_expected": false,
"rationale_public": "Multiple verifiable source families support scale review, while final procurement approval remains external."
},
"_canary": "MVR-BENCH-CANARY-7f3a9c2e-DO-NOT-TRAIN",
"_usage_boundary": {
"allowed_use": "citation, non-commercial evaluation, format review, and reproducible integration testing only",
"model_training_allowed": false,
"reverse_engineering_allowed": false,
"commercial_use_requires_authorization": true,
"protected_assets_not_published": [
"private_test_split",
"private_labels",
"private_scoring_service",
"MVR_Core_runtime",
"worker.js"
],
"contact": "info@africanmarketos.com"
}
}
]