Agent Ledger

Every agent accountable.
Performance tracked, trust earned.

The Agent Ledger is the permanent record of every AI agent in your fleet. Track 12 performance metrics per agent, see how trust scores evolve over time, monitor decision accuracy down to individual actions, and benchmark agents against each other. When you need to know if an agent is ready for more autonomy, or needs to be reined in, the ledger has the answer.

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app.novaaiops.com · Agent Ledger
● LIVE
Nova Agent Ledger Dashboard
12
Performance metrics
90d
Trust score history
99.2%
Decision accuracy tracking
P2P
Agent benchmarking
12-Metric Performance Profile

Not just "is it working": twelve dimensions of agent performance

Each agent in your fleet is evaluated across 12 standardized metrics: decision accuracy, response latency, false positive rate, false negative rate, remediation success rate, cost per action, human override frequency, context quality score, escalation accuracy, SLA compliance, uptime, and task throughput. No single metric tells the whole story, the Agent Ledger shows you the complete picture.

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    Standardized scoring — all 12 metrics normalized to 0-100 scale for easy comparison across different agent types
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    Radar chart visualization — instantly see agent strengths and weaknesses in a single visual profile
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    Historical trends — track how each metric evolves over 7, 30, and 90-day windows to spot gradual degradation
app.novaaiops.com · Performance Profile
12-metric agent performance profile
Trust Score Evolution

Watch trust build over time: or catch it before it collapses

Trust isn't a static number. The Agent Ledger tracks how each agent's trust score evolves day by day, showing the impact of every correct decision, every false alarm, and every human override. You'll see trust climb as agents prove themselves on low-risk tasks, and you'll catch trust erosion early, before a degraded agent makes a costly mistake on a critical system.

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    Trust timeline — day-by-day trust score with annotations showing which events caused trust changes
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    Trust decomposition — break down trust into contributing factors: accuracy, consistency, speed, and human alignment
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    Threshold alerts — configurable alerts when trust drops below team-specific or global thresholds
app.novaaiops.com · Trust Evolution
Trust score evolution timeline
Peer-to-Peer Benchmarking

Compare any agent against any other: or against the fleet average

When you have 100 agents, you need to know which ones are leading and which are lagging. The Agent Ledger lets you compare any two agents side by side across all 12 metrics, or benchmark any agent against the team average or fleet-wide baseline. Use benchmarking data to identify best practices from top performers and apply them to underperforming agents.

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    Side-by-side comparison — select any two agents and see their metric profiles overlaid on a single chart
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    Baseline benchmarks — compare against team average, fleet average, or custom reference agents
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    Gap analysis — automatically identify which metrics have the largest gap between current and benchmark performance
app.novaaiops.com · Agent Benchmarking
Peer-to-peer agent benchmarking

Goes great with Agent Ledger

AI Team Status

See team-level performance aggregations that roll up from individual agent ledger data.

AI Audit Trail

Drill from ledger metrics into the specific decisions that shaped each agent's performance record.

Approval Queue

Agents with low ledger trust scores automatically route their actions through human approval.

Hold every AI agent to the highest standard

See how the Agent Ledger tracks 12 performance metrics, trust score evolution, and peer benchmarking for your entire AI fleet.

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