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Engineering & Manufacturing · Cluster 5 of 6

Estimating, scheduling & commercial

Quotes anchored to real shop-floor performance, and scheduling that adds the skill-match and energy dimensions a standard ERP schedule cannot see.

Use case 111

Precision estimating from real performance

The pain point

Quoting relies on theoretical standards and manual entry of speeds and feeds. The ERP defaults — a standard scrap rate, a standard milling time — miss the hidden costs the shop actually incurs: setup-time creep, cooling requirements, the higher scrap a specific bore geometry produces on a specific machine. Quotes drift below the target margin.

Impact — organisation

Quotes built on theoretical standards, not actual performance; hidden costs erode margin job after job; the same estimating error repeats.

Impact — customer / client

Mispriced work is unstable work — a risk to continuity of supply on their programme.

How it’s addressed

The agent bridges engineering drawings and real shop-floor costings. Quoting a high-tolerance aerospace bracket where the ERP assumes a 10% scrap rate, it intervenes: "parts with this internal bore geometry have historically run at 22% scrap on Machine 4; I have adjusted the quote to protect £1,200 of margin." It refines the next quote from the last five similar jobs.

The benefits
Organisation

Quotes anchored to actual performance; target margins protected; estimating that learns from every completed job.

Customer / client

A financially stable supplier — the foundation of reliable long-term supply.

Use case 112

Energy-aware & skill-matched scheduling

The pain point

The schedule is optimised for delivery dates alone. It treats operators as interchangeable units and ignores the utility cost of heavy machinery — so the urgent titanium job can land on the day the one titanium specialist is on leave, and the heat-treatment furnace can run through peak-tariff hours for no reason.

Impact — organisation

Delivery-only scheduling ignores skill-match and energy cost; jobs run without the right specialist, risking pass rates; avoidable peak-tariff energy spend.

Impact — customer / client

A first-time-pass failure or a rushed reschedule puts their delivery date at risk.

How it’s addressed

The agent adds two dimensions the ERP schedule lacks. On skill: noticing the titanium specialist is on leave Monday, it moves the aluminium run forward and the titanium job to Tuesday to hold a 100% first-time-pass rate. On energy: it shifts a four-hour furnace cycle from 2pm peak to 7pm off-peak, cutting that run’s energy cost by around 30% without touching the delivery date.

The benefits
Organisation

Right specialist on the right job; first-time-pass protected; meaningful energy savings with no delivery impact.

Customer / client

Their quality and delivery dates protected, at a leaner and greener cost base.

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