Detection Methods
Detection Methods Interpretation
Financial Impact
Financial Impact Interpretation
Prevalence and Incidence
Prevalence and Incidence Interpretation
Prevention Strategies
Prevention Strategies Interpretation
Types of Fraud
Types of Fraud Interpretation
How We Rate Confidence
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
James Okoro. (2026, February 13). Small Business Fraud Statistics. Gitnux. https://gitnux.org/small-business-fraud-statistics
James Okoro. "Small Business Fraud Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/small-business-fraud-statistics.
James Okoro. 2026. "Small Business Fraud Statistics." Gitnux. https://gitnux.org/small-business-fraud-statistics.
Sources & References
- Reference 1ACFEacfe.com
acfe.com
- Reference 2NFIBnfib.com
nfib.com
- Reference 3SBAsba.gov
sba.gov
- Reference 4VERIZONverizon.com
verizon.com
- Reference 5PWCpwc.com
pwc.com
- Reference 6IC3ic3.gov
ic3.gov
- Reference 7BBBbbb.org
bbb.org
- Reference 8KASEYAkaseya.com
kaseya.com
- Reference 9JOURNALOFACCOUNTANCYjournalofaccountancy.com
journalofaccountancy.com
- Reference 10ADVOCACYadvocacy.sba.gov
advocacy.sba.gov
- Reference 11DELOITTEwww2.deloitte.com
www2.deloitte.com
- Reference 12AICPAaicpa.org
aicpa.org
- Reference 13PONEMONponemon.org
ponemon.org
- Reference 14FORBESforbes.com
forbes.com
- Reference 15HUBINTERNATIONALhubinternational.com
hubinternational.com
- Reference 16GAOgao.gov
gao.gov
- Reference 17CHUBBchubb.com
chubb.com
- Reference 18THOMSONREUTERSthomsonreuters.com
thomsonreuters.com
- Reference 19EYey.com
ey.com
- Reference 20AIGaig.com
aig.com
- Reference 21ISACAisaca.org
isaca.org
- Reference 22BDObdo.com
bdo.com
- Reference 23RSMUSrsmus.com
rsmus.com
- Reference 24GRANTTHORNTONgrantthornton.com
grantthornton.com
- Reference 25KPMGkpmg.com
kpmg.com
- Reference 26MOSSADAMSmossadams.com
mossadams.com
- Reference 27CLACONNECTclaconnect.com
claconnect.com







