What are the main security risks when replacing legacy RPA with AI tools that handle sensitive financial data for small businesses and families?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main security risks when replacing legacy RPA with AI tools that handle sensitive financial data for small businesses and families?
3 real searches · 1 real-search pass
NIST AI Risk Management Framework generative AI profile prompt injection data privacy security financial services AI agents risksGoogle ↗
OBSERVEDReason
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency 2025Google ↗
OBSERVEDConsequence
CISA AI cybersecurity data protection access control third party risks small businessGoogle ↗
OBSERVEDConsequence
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
NIST AI Risk Management Framework generative AI profile prompt injection data privacy security financial services AI agents risks Google ↗
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency 2025 Google ↗
CISA AI cybersecurity data protection access control third party risks small business Google ↗
- LLMRisks Archive · genai.owasp.org
- www-project-top-10-for-large-language-model-applications/2_0_vulns/LLM06_ExcessiveAgency.md at main · OWASP/www-project-top-10-for-large-language-model-applications · github.com
- Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile · nist.gov
- CISA and Partners Release Guidance on Adopting Agentic AI Services · content.govdelivery.com
- Artificial intelligence for small business · cyber.gov.au
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
NIST AI Risk Management Framework generative AI profile prompt injection data privacy security financial services AI agents risks OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
OWASP Top 10 for LLM Applications prompt injection sensitive information disclosure excessive agency 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
CISA AI cybersecurity data protection access control third party risks small business OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |