The evidence case behind Mothusi.
SME development does not lack dashboards, templates or reports. It lacks a trusted way to know whether businesses are actually getting stronger. Mothusi's working notes set out the thinking behind MGS, the Live Growth Record, evidence confidence, governed AI, sector-specific records and programme measurement while support is still active.
Working notes on the evidence standards behind SME development.
Each note examines a specific failure point in SME-development practice, and the operational standard MGS uses to address it. Versioned, dated, and revised in public.
Attendance is not impact.
J-PAL's reviews of business-training programmes - drawing on randomised studies across Mexico, Peru, Tanzania, Sri Lanka, the Philippines, and other markets - consistently find that average measurable effects on revenue, employment, and survival are small or null. The conclusion is not that training does not work. It is that the data the sector has cannot distinguish what works from what does not.
Observed and verified maturity are not the same.
Mature SMEs joining development programmes are routinely treated as blank pages. The Inter-American Development Bank's reviews of business-development services in Latin America, the OECD's SME policy assessments, and the World Bank's analysis of entrepreneurship-programme effectiveness have all flagged programme-content mismatch as a recurrent design failure. This article describes the operational separation between observed and verified maturity that resolves it - and why lender-side accountability makes the separation non-optional.
The credit officer's blank-page problem.
The IFC estimates the global MSME finance gap at $5.2 trillion. The OECD's consistent diagnosis is that the gap is not primarily a shortage of capital - it is a shortage of information. Lenders cannot read the operators in front of them at the granularity the credit decision requires. This article describes what the credit officer actually sees, what the application form misses, and the operational fix.
Why agriculture needs a sector evidence layer.
According to FAO data, smallholder farms account for the majority of food production in many developing economies. ILO employment statistics consistently place agriculture as a leading employment sector across sub-Saharan Africa and South Asia. The MSME finance gap for agri-operators is documented as among the most severe sub-segments of the broader $5.2 trillion shortfall. Generic SME software, designed for generic SMEs, cannot reason about the dimensions that matter most for these operators. This article argues for a sector-layer architecture.
Why SME development needs a shared maturity standard.
The IFC estimates the global MSME finance gap at $5.2 trillion. The World Bank reports that SMEs account for roughly 90% of businesses worldwide and over half of formal employment, with more than 600 million jobs needed by 2030. Four decades of programmes have not closed the gap. This article argues that one binding constraint, rarely surfaced, is the absence of a shared SME maturity framework - and that the operational fix is a standard built the same way IFRS, ICD-10, and Basel were built.
Models capture. Frameworks decide.
Institutional procurement teams evaluating AI in SME development face a question AI vendors rarely answer directly: where does the model decide, where does a rule-based framework decide, and where does a human decide? The EU AI Act, the US Federal Reserve's model-risk-management guidance, the Bank for International Settlements, and the OECD AI Principles have all converged on the same architecture for high-stakes financial decisions. This article draws the operational line in the language a model-risk-management team or methodology committee would use to evaluate it.
Why programme reporting has to move from endline evaluation to live evidence.
Endline evaluation tells you what happened after it is too late to change the result. MGS treats programme delivery as live measurement: tier movement, evidence confidence, issue clusters, readiness, and next actions tracked while the programme is still running.
Read the methodology and the platform documentation.
Articles place the framework in context. The methodology page documents the framework itself. A briefing covers the deployment model.
From business support to measurable enterprise development. Across sectors, countries, and real operating environments.