Know how sure you should be about what you know.
Not all information ages the same way. A policy analysis from last month might still be solid. A threat assessment from last year might be dangerously outdated. Most organizations treat all stored knowledge as equally reliable — and make decisions based on information they shouldn't trust anymore.
Tracks reliability over time — every piece of knowledge gets a confidence score that naturally decays as conditions change.
Flags stale assessments — before someone makes a decision based on outdated analysis, the system warns them.
Identifies blind spots — shows where your knowledge base has gaps, where confidence is concentrated in a single source, or where assessments haven't been refreshed.
Calibrates over time — learns which types of knowledge decay faster and adjusts its scoring accordingly.
Records outcomes to measure accuracy — when predictions resolve, record whether they came true. The system tracks your hit rate and shows where your team is overconfident or underconfident.
Register assessments with initial confidence
Each claim, estimate, or assessment gets a confidence score (0-100%) and a domain that determines how fast it decays.
Confidence decays automatically over time
Intelligence assessments lose half their reliability every 90 days without review. Policy knowledge lasts ~180 days. The system tracks this automatically.
Alerts flag what needs re-evaluation
Before anyone makes a decision based on stale information, the system flags which assessments have decayed below your threshold.
Record outcomes as predictions resolve
When an assessment proves correct or incorrect, log the result with cm_outcome. The system calculates a Brier score showing how well-calibrated your team's confidence is — and which domains need recalibration.
This is what Confidence Monitor actually produces. Real format, sample data.
3 assessments below 50% confidence threshold [CRITICAL] "Southwest border traffic pattern analysis" Current confidence: 31% (was 88% on 2025-06-12) Decay rate: intelligence/tactical (half-life: 90 days) Last verified: 247 days ago Action: 2 active decisions reference this assessment >> Used in: Border Resource Allocation (Decision #1847) >> Used in: Staffing Model Q2 2026 (Decision #1903) [WARNING] "Ransomware threat to municipal water systems" Current confidence: 44% (was 92% on 2025-09-01) Decay rate: cybersecurity/threat (half-life: 120 days) Last verified: 183 days ago Action: 1 active decision references this assessment [WARNING] "Fentanyl supply chain origin analysis" Current confidence: 49% (was 85% on 2025-08-15) Decay rate: intelligence/strategic (half-life: 180 days) Last verified: 199 days ago Action: No active decisions — archive candidate Team calibration score: 0.73 (well-calibrated) Overconfident on: cybersecurity assessments (+12%) Underconfident on: policy stability estimates (-8%)
Intelligence analysts, policy researchers, emergency management teams — anyone who makes decisions based on assessments that may have changed since they were written.
90 minutes. Your real data. I show you what Confidence Monitorfinds that you didn't know you were missing.
4-6 weeks on one specific problem. Fixed scope, fixed fee. You see results before you commit to anything larger.
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