The quote comes back with a price objection. The customer names a competitor who is cheaper, or simply faster. You do the math, you cannot go lower, and the deal walks away. This does not happen to you just once. The pattern repeats, and a suspicion starts to form: that competitor is doing something different, not just pricing differently.
That suspicion is not unreasonable. But "AI" is not a cause in itself. It is a shift in what it costs to deliver on a dimension, and that shift does not affect every company equally, nor every dimension equally. To know whether you have a price problem or a different problem presenting itself as price, you need to look at exactly which dimension is under pressure.
If a competitor has AI take over part of the quoting work, planning, or post-calculation with limited human oversight, the cost basis of that work shifts. This is not a matter of working harder or buying cheaper; it is capacity that becomes available and that no longer needs to be passed on in the price. You recognize this by the type of sharpness: the competitor is not cheaper across the board, but specifically on the components where processing speed counts, such as delivery time, quote speed, or the turnaround time of an adjustment.
Customers often cite price as the reason because it is the easiest explanation, not because it is the real reason. A longer delivery time, a slower response to questions, or a less convincing substantiation of quality can produce the same outcome: the customer chooses the other party and cites price. You recognize this when the price difference with the winning party is small, but the loss is structural. That points more to a dimension you do not have clearly in view than to a rate that is too high. Anyone wondering why price is increasingly cited as the reason while the real cause lies elsewhere will find the same question approached from the other side there.
Sometimes there is no competitor doing anything new, but the dimension that decides the deal is changing for the entire market. If AI somewhere in the sector shortens delivery time or response time, the customer will start to see that as the new standard, even with suppliers who have changed nothing. Then you are not losing because you have become worse, but because the playing field has shifted. That is a different issue than an individual competitor outpacing you, and it also requires a different response. Companies wondering how recognizable it is that win rates are declining without their own approach having changed often find themselves in exactly this situation.
The takeover of work by AI does not happen at the same pace everywhere. At one company, planning is fully automated with a human only reviewing exceptions; at another company, exactly the same task is still done entirely by hand, with the same staffing as five years ago. That difference explains why two competitors in the same market can perform so differently on the same dimension, without one necessarily having a better strategy. One has found a task that lends itself to takeover with oversight, the other has not, or has not yet investigated that possibility.
This also touches on situations where the basis for comparison itself has changed, such as after a merger or acquisition, where it is useful to know how you redetermine your position after an acquisition when scale and cost structure have changed. And it plays a role when customers have already switched: anyone noticing that customers are leaving for a competitor without the reason being clear is in fact investigating the same underlying question, but after the fact.
It does not automatically mean you must redeploy or reduce staff on other tasks. Decisions about that fall under their own legal requirements and are not part of a comparison of market positions. What the comparison can do is show on which dimension the difference lies, so that a decision does not have to rest on a suspicion.
The underlying question, which work in your company can genuinely be taken over by AI and which work remains human work, is answered per task with the work scan from FTE TO AI. For the comparison with the competition, the first step is smaller: name the two or three dimensions on which you believe you win, such as delivery time, price, or service, and test them with the free dimension check. You will then see which of those claims you can substantiate with evidence and which rest on an assumption. The full benchmark, with scores for your peer group and an evidence matrix per dimension, is under construction.