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Annual Maintenance Contract Portfolio & Coverage Tier Optimization

A cold chain refrigerated transport enterprise managing 650 specialized refrigerated trailers with high value pharmaceutical and perishable food cargo.

Runs onYukti

annual AMC portfolio contract expenditure reduced: 28%annual AMC portfolio contract expenditure reduced
refrigerated fleet cargo loss incidents reduced: 65%refrigerated fleet cargo loss incidents reduced

How the work runs

The pressure that made this worth automating, the steps the system runs, and what came out the other side.

Pressure & Trigger Points

Operations maintained comprehensive, top tier Annual Maintenance Contracts (AMCs) across all 650 refrigeration units, costing $4.8M annually.
Healthy, low usage refrigeration units were over insured on expensive premium tiers, while older high risk units suffered frequent roadside compressor failures.
Leadership had no empirical risk modeling tools to determine which assets truly required comprehensive AMCs versus basic inspection tiers.

The run · 5 operational steps

Click any step to inspect telemetry signals, model reasoning, and governance gates.

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Asset Health & Operating Intensity Profiling

Yukti profiles every refrigeration unit based on operating hours, thermal stress cycles, ambient temperature exposure, and historical repair costs.

Input Signal:

Real-time operational telemetry & queue

Reasoning Pattern:

MCP grounded vector inference

Governance Gate:

Policy constrained with audit write-back

Verified Business Outcomes

Annual AMC portfolio contract expenditure reduced by 28%, saving $1.34M annually.
Zero increase in refrigeration breakdown rates achieved through asset health matched tiering.
Refrigerated fleet cargo loss incidents reduced by 65% through targeted high tier coverage on critical assets.

Capabilities this relies on

system connectors
forecasting
risk scoring
scenario simulation
alert routing
evidence audit trail

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