The Great AI–ERP Divide for SMBs: why most AI pilots fail, and the architecture that doesn’t
Industry analysts report that the large majority of enterprise AI pilots never reach production. The pattern is consistent: AI is given autonomy without governance — no human approval, no audit trail, and no system of record to anchor to. This report argues the failure is structural, not technological, and lays out the architecture that resolves it: anchor the AI on the books (the financial system of record), enforce accounting rules in the system rather than the model, require human approval on every action, and keep an append-only, reversible trail. AI proposes; a person approves; the books can never go out of balance. The full report covers the evidence, the four failure modes, and a reference architecture for SMBs.
Industry analysts report that the large majority of enterprise AI pilots never reach production. The pattern is consistent: AI is given autonomy without governance — no human approval, no audit trail, and no system of record to anchor to. This report argues the failure is structural, not technological, and lays out the architecture that resolves it: anchor the AI on the books (the financial system of record), enforce accounting rules in the system rather than the model, require human approval on every action, and keep an append-only, reversible trail. AI proposes; a person approves; the books can never go out of balance. The full report covers the evidence, the four failure modes, and a reference architecture for SMBs.
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