The sales team is faster. Why is operations paying for it?

Imagine a distributor introducing an assistant to prepare quotes. Sales can respond sooner and handle more requests. The team reports a successful rollout.

Operations sees a different picture. Some accepted orders require special picking, delivery dates need renegotiation and customer service spends time explaining conditions that were not clear in the quote. Nobody needs to have acted badly for this to happen. The sales team is measured on orders accepted; the people dealing with the consequences use another scorecard.

Before changing the model, inspect what the organisation is rewarding.

Put the same order on both scorecards

Follow a sample of orders from request to fulfilment. Preserve the original requirement and the quote the customer accepted. Then examine the handling required to deliver it.

Separate normal work from avoidable rework. A complex order may genuinely deserve more effort and a higher margin. It should not be labelled a failure simply because it takes longer. Equally, a quick quote can be commercially poor if it commits the business to expensive service that the price does not cover.

An assistant can connect order records, delivery changes, service tickets and agreed commercial conditions. The links need verification, especially where several orders belong to the same customer. An unrelated complaint should not be charged to the new process because the names match.

The exercise exposes the economic boundary of the workflow. The business is buying a fulfilled commitment, while the project may currently be measuring the production of a document.

Avoid replacing one narrow target with another

The answer is not to judge sales only by a downstream number they cannot control. Supplier failure, a warehouse outage or an unrelated transport incident can affect fulfilment after a well-prepared quote.

Use a shared outcome alongside measures each team can influence. For example, examine the quality of accepted orders, preventable clarification work and contribution after agreed service costs, while preserving visibility of response time and commercial conversion.

Define the calculation with finance and the operating teams. Agree how to handle exceptional events and costs that arrive later. A supposedly shared metric becomes another argument if each department calculates it differently.

Do not instantly tie an experimental measure to pay. First check whether the data is complete and whether the measure produces sensible decisions. Compensation changes need the company's appropriate HR and legal process.

Look for the behaviour the target encourages

Ask what someone could do to improve their number without improving the customer's outcome.

A response-time target might encourage premature quotes. A margin target might discourage useful exceptions whose longer-term value is not represented. A low escalation target might make people hide cases that deserve attention.

Use those possibilities as test cases. Examine whether the assistant makes the behaviour easier to repeat. AI can accelerate a local optimisation even when every individual recommendation looks reasonable.

The same question applies to the project team. If its milestone is “quotes generated”, it may optimise coverage. If acceptance requires usable quotes that operations can fulfil under the agreed terms, it must work with the people who own those terms.

Give one group the authority to resolve the trade-off

A cross-functional meeting helps only if it can decide something. Name who can change the quote rules, adjust an operational commitment or reject a request outside the agreed service.

Keep the review close to representative work. Bring orders that went well and orders that required repair. Ask which rule would have changed the decision, then check its effect on neighbouring cases. A rule invented from one painful exception may block profitable work elsewhere.

The assistant can prepare this review and show recurring patterns. Leadership still needs to choose the commercial trade-off. “The model recommended it” is not an explanation of why the business wants to operate that way.

Decide what success means before expanding

Expansion should depend on evidence across the agreed boundary. Faster quoting matters. So does the work required after the customer says yes.

If the early results show a displaced burden, change the operating agreement and test again within a bounded scope. Do not erase the extra work from the business case because it belongs to another budget.

Bring one accelerated sales workflow and its downstream work to a Strategy Session. We can help define a result that sales, operations and finance can examine together.