How a Deal-Scoring System Works in Practice

Most companies do not lose pricing value because they set the wrong list price. They lose it in the hundreds of decisions reps make at the deal table, after the strategy is signed off.

One way to address that gap is DICE, the Deal Incentive Commercial Engine, which we introduce in full in a recent Insight Document. Rather than dictate one correct price for every deal, it brings together three things most companies keep apart: the commercial rules that define a strong outcome for each type of deal, an incentive large enough to make the rep want to reach for it, and the enablers that give them confidence that a stronger price is winnable.

The concept is straightforward. Building the system behind it requires considerably more work. At a high level, it comes together in four steps.

1. Separate legitimate discount variation from value leakage

Look at your history and plenty of factors will help explain how large a discount a deal received. Some are legitimate: customer size, product mix, deal value, competitive intensity and contract structure can all reasonably affect the price required to win. Others may also correlate with discounting but should not determine it, such as which rep sold the deal, which manager approved it, or whether it closed at quarter-end.

The first step is therefore to understand which factors should legitimately drive realized price and which represent variation created by internal behavior. Separating the two is the analytical foundation of the system.

2. Compare deals that should have looked the same

Take the legitimate factors from the first step and use them to group deals into meaningful peer sets. Commercially similar deals will often still show meaningful variation in the discounts they received.

That spread is useful. Stronger outcomes provide evidence that the company has already won at higher realized prices on comparable deals; weaker outcomes help identify where value may have leaked away. From there, you can establish credible ranges for different types of deals rather than chase one perfect discount, giving a rep a much better view of where the opportunity in front of them should sit.

The important point is that the benchmark is no longer a company-wide average. A 20% discount may be excellent for one type of deal and unnecessarily generous for another.

3. Calibrate for where you are going, not where you have been

Historical performance should inform the ranges, but it should not automatically determine them. If a company has been over-discounting for years, simply reproducing historical averages would bake the problem into the new system.

Sales and executive leadership therefore calibrate the analytically derived ranges against current market conditions, product value, recent pricing changes, margin goals and broader commercial priorities. The objective is to combine evidence about what has historically been achievable with a forward-looking view of what the business should expect.

The art is setting the ranges high enough to improve value capture while keeping them credible to the reps expected to achieve them. Set them too low and you institutionalize the leakage; set them unrealistically high and the sales team stops believing the numbers.

4. Put the system where the deal actually happens

The analysis only matters if it changes behavior when a rep is making a pricing decision.

In DICE, the characteristics of a live opportunity translate into a simple assessment of the proposed outcome - for example, strong, acceptable or weak. The rep can see where the proposed price sits relative to comparable deals, the evidence supporting the stronger outcome, and how their own payout changes depending on where they land.

This is where the three price-execution levers come together. Rules define what good looks like for this particular deal. Incentives make the rep care materially about achieving the stronger outcome. Enablers provide the comparables, evidence and support that give them confidence to hold the price in the negotiation.

The rep still retains commercial judgment. If the negotiation genuinely requires additional flexibility, they can use it. The objective is not to prevent discounting; it is to make sure flexibility is used deliberately rather than simply because it is available.

The analytical foundation matters

A first implementation does not need to be technologically sophisticated. It may begin as a scorecard before eventually being embedded into a CRM or deal-management tool. But the underlying logic cannot simply be improvised.

The quality of the system depends on identifying the right drivers of legitimate price variation, constructing meaningful peer groups, setting credible but appropriately ambitious ranges, and designing incentives large enough to influence behavior without creating unintended consequences.

Those are judgment calls with real money riding on them. Once they are right, the technology required to put the approach into the hands of salespeople can be relatively straightforward.

The gap between a good pricing strategy and the price a company actually realizes is won or lost in individual deal decisions. A well-designed deal-scoring system gives reps a clearer answer to three questions at the moment those decisions are made: What should I be trying to achieve? Is that outcome genuinely winnable? And is it worth my while to pursue it?

When those answers reinforce one another, discounting becomes considerably more strategic.

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