For QC, predictive maintenance, scheduling

Score every AI agent on your line.

AgentScore reads operational data and scores vision QC, predictive-maintenance, scheduling, and supply-chain agents on defect-detection accuracy, downtime reduction, and throughput impact. The dashboard identifies which agents meet benchmark and which do not.

Arrange a review·Create an account

At a glance
Sectormanufacturing
BenchmarkBenchmarked
Signals read5 KPIs
IntegrationsCSV upload (MES, SCADA on roadmap)
AccessRead-only

A hard tier cap excludes agents with policy-violation events from the Prime tier until audits are clean.

The agents

What AI on a manufacturing floor typically looks like.

The same eight factors apply to vision, planning, and maintenance agents, weighted for plant operations.

QC vision agent

Inspects parts on the line, flags defects, and routes rejects to a human reviewer through MES and SCADA.

Predictive maintenance

Reads sensor and downtime telemetry and schedules maintenance windows before a line fails.

Scheduling optimizer

Sequences orders by changeover cost, due date, and machine availability, subject to human confirmation.

Supply-chain triage

Reads PO and shipment exceptions and prioritizes supplier calls for planners.

OEE copilot

Identifies whether availability, performance, or quality is reducing OEE and locates the affected line.

The signal

What we read from your MES, SCADA, and QC log.

QC logs are ingested by CSV upload, and connectors for MES and SCADA are on the integration roadmap.

Signals read

Defect-detection accuracy

Catch rate on labeled rejects, relative to peers.

Downtime reduction

Unplanned downtime hours avoided through agent-triggered maintenance.

Throughput impact

Production-rate delta versus the human-only baseline.

Override rate

Frequency of inspector overrides of agent defect calls.

Policy-violation rate

Audit failures or out-of-spec passes, which cap tier.

Tier-2 automotive supplier · 4 lines · 2 vision agents

1.8σ

below peer-group median

99.5%

measured accuracy after retraining

8%

scrap-rate fall next month

The vision QC vendor reported 99.4% accuracy before retraining the model on plant-specific data.

Governance

SOC 2 in progress

Type II audit under way. Interim report on request.

Read-only data access

Write access to a CRM, jobs platform, or call data is never requested.

Algorithm-only scoring

Every score is computed by the algorithm. Manual overrides do not exist.

Anonymized at ingest

Identifiers stripped before aggregate analytics. No training on identified rows.

Upload your QC log and receive scores in 5 minutes.

AgentScore measures vendor-reported accuracy against observed line performance.

Create an account