1
Entity Resolution
Waiting
Match Spark, Brex, and Credit records to a single canonical entity using EIN as the primary key.
2
Freshness Normalization
Waiting
Assign field-level staleness flags (current / aging / stale) based on update cadence thresholds.
3
PII Preprocessing
Waiting
Tokenize raw PII at the API boundary per SR 26-2 before context reaches any LLM prompt.
4
Context Summary
Waiting
Enforce
do_not_recommend constraints and surface upgrade indicators for LLM consumption.
Context API Response
// Run simulation to see context object build in real time
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Total Events
0
Across all sessions
Trust Rate
-
Used as-is / total
Avg Quality Score
-
D1 + D2 + D3 average
Flag Rate
-
Flagged recommendations
Quality Score Trend
No data yet - submit rep feedback to build the quality trend
Event Log
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