Problems
These buyer moments are published in discovery order; each row links to a primary guide and related paths on this site. When you want bundles versus single checks in one place, use Compare approaches.
Green LangGraph or agent trace but wrong or missing Postgres row
Green LangGraph trace but missing Postgres row — AgentSkeptic · Get started · Product brief
OpenAI-style tool loop reported success; CRM or SQLite state does not match
Tool loop success, CRM state wrong — AgentSkeptic · Get started · Pricing
CI passed on workflow logs; database side effect never showed up
CI green logs, row absent — AgentSkeptic · CI green but missing database side effect — AgentSkeptic · Get started
Need a gate before production: read-only verification, not more log volume
Pre-production read-only SQL gate — AgentSkeptic · Get started · Pricing
Green dashboards still happen when an AI agent writes wrong CRM data and you need read-only SQL before you trust the row.
AI agent wrong CRM data read-only SQL — AgentSkeptic · Product brief
When automation reports success while database records disagree with declared tool parameters until read-only verification, treat trace color as non-authoritative.
Automation success vs database mismatch — AgentSkeptic · Get started
Debugging Postgres after a LangGraph run requires row-level truth at verification time beyond trace completion flags alone for customer-facing data.
Debug Postgres after LangGraph — AgentSkeptic · Verify LangGraph workflows against your database — AgentSkeptic · Get started
When a Stripe webhook returns OK you still need the ledger database row to match before finance treats settlement as final and read-only SQL verifies persisted state.
CI can stay green on workflow logs while the database side effect is missing until a read-only gate surfaces ROW_ABSENT before production.
After CI passes, the database side effect never landed — AgentSkeptic · CI green but missing database side effect — AgentSkeptic · Get started