From the hash-bound evidence releases
Recorded claims
Each claim states what the inspected source says, at the recorded location—bounded by its scope and graded by its confidence. Nothing here is a synthesis across works.
The abstract describes single-operator observational cases across five SMBs from April 2024 through April 2026. For three documented cases, it reports an operator-side return multiplier of 3.2–4.7, with median 3.9, per dollar of AI stack cost, compared with an estimated vendor-side baseline of 1.1–1.6.
Scope: five SMB cases over April 2024–April 2026; reported ROI statistic based on three documented cases
Structured relationships
In-corpus citations
Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.
Cites (0)
No in-corpus outgoing citation is available in the current enrichment coverage.
Cited by (0)
No in-corpus incoming citation is available in the current enrichment coverage.
Boundaries
Limitations & independence
Recorded at coding time, carried with the work forever. A claim without its limits is not evidence.
Recorded limitations
- abstract-level evidence only; full text not inspected
- the abstract identifies a small sample, observational design, and founder-operator selection bias
Source independence
ssrn-only