Prompt Intelligence

Transparent Reasoning

When SKOOR categorizes a transaction at Sherwin-Williams as “Maintenance & Repairs” instead of “Office Supplies,” you can see the reasoning: merchant is a paint store (MCC 5231), previous purchases at this merchant were coded to Maintenance, amount ($347) is consistent with project-scale purchases. This reasoning chain is available for every AI-generated action in your account.

Extended Thinking

Complex decisions trigger extended thinking — multi-step analysis that considers more context before acting. A large transaction with a new vendor goes through deeper evaluation: vendor screening, category analysis, policy compliance check, and historical pattern comparison. The extended thinking trace is stored and viewable, showing each step the AI took before reaching its conclusion.

Structured Output

Every AI response is machine-readable JSON in addition to being human-readable. This means your accounting software, internal tools, and custom integrations can consume SKOOR's AI decisions programmatically. The structured output includes the decision, confidence score, reasoning chain, and alternative options considered. Build audit reports, compliance documentation, or custom workflows on top of transparent AI decisions.

• Chain-of-thought reasoning for every AI action
• Extended thinking on complex or high-value decisions
• Machine-readable JSON output for every response
• Full audit trail of AI reasoning stored permanently