Evidence constraints
What information can the AI rely upon?
AI PRICING APPROVAL · WORKFLOW EXPLORATION
How should AI actually change the way pricing decisions get made?
Pricing approval is usually treated as an approval process.
A proposal is prepared. A price is presented. Someone reviews it. An exception appears. Someone escalates it. Eventually, someone approves it.
But the approval is rarely the whole decision.
The people involved are balancing commercial context, customer value, margin, precedent, competitive pressure, evidence and risk.
AI can participate across much of this work.
Can AI help us approve prices faster?
What information, judgement and authority should come together before a pricing decision is made?
WORKFLOW
PRICING APPROVALTHE CURRENT REALITY
The request usually sounds simple.
“Can we use AI to approve prices faster?”
A sales team wants to close a deal.
A price needs approval.
Someone sends the proposal to a manager. The manager asks for more context. The sales person sends another email. Finance gets involved.
Someone checks precedent. Someone asks what was offered to another customer. Someone asks whether the margin is acceptable.
The approval moves upward. Eventually someone with enough authority makes the decision.
Then another deal arrives with a slightly different set of circumstances. The process starts again.
The organisation may respond by introducing another approval rule, another workflow, another system or another AI tool.
But the same question remains: What actually needs to be known before someone can make the decision?
The organisation may have made approval more controlled.
It may not have made the decision easier to make.
That is where the question changes.
There are two ways to approach this.
CHOOSE A PATH TO EXPLORE
Select a path to see how the starting question changes.
Let's look at the decision itself.
PROPOSAL → COMMERCIAL CONTEXT → EVIDENCE → EXCEPTION → APPROVAL
What does pricing approval actually carry?
Follow the proposal through the commercial context, evidence, exception and authority that shape the final decision.
Where does the difficulty sit in your workflow?
SELECT ONE STAGE
SELECT A STAGE
Proposal → Commercial Context → Evidence → Exception → Approval
Choose the point where the work becomes difficult for your organisation.
The decision is recognisable. The commercial pressures around it change by industry.
INDUSTRY → PRICING WORKFLOW
Where this workflow appears
SELECT YOUR CONTEXT
The underlying decision is similar. The evidence, authority and consequences are not.
The sequence is simple. The understanding is not.
THE COGNITIVE TURNING POINT
Approval is not
the decision.
The approval is only the visible end of a much larger judgement.
A pricing decision may depend on information from sales, finance, operations, product, delivery and leadership.
The person approving the price may not be the person who understands the customer best.
The person closest to the customer may not have the authority to approve the exception. And the person with authority may not have enough context to make the decision confidently.
This creates a familiar pattern:
01more uncertainty
02more escalation
03more approval
04more delay
The problem is not necessarily that there are too many approvals.
It may be that the workflow has placed decision-making at the wrong point.
Faster approval is not necessarily better. The better question is whether the right commercial judgement happens at the right level, with enough evidence to own the exception.
ONE USEFUL INSIGHT
Approval is visible. The decision begins much earlier.
WHERE JUDGEMENT BECOMES VISIBLE
An approval records authority. It does not guarantee that the person deciding has the evidence and commercial context the exception requires.
The useful opportunity is to improve where judgement happens and what information reaches it.
- Decision context before escalation
- Evidence that supports the exception
- Authority placed where judgement can be owned
Approval ≠ Decision.
ILLUSTRATIVE WORKFLOW EXAMPLE
A discount request is not just a threshold check.
EXAMPLE · NOT A DIAGNOSIS
- A seller requests a discount inside the nominal approval limit.
- The workflow adds margin, precedent, customer commitment and delivery consequence.
- AI prepares the evidence but does not decide which trade-off the organisation should accept.
- The authorised owner records the decision and its rationale.
Approval ≠ Decision.
So the examination follows the relationship between authority, context, exception and decision.
How we would examine it
DIMENSIONS · NOT A CHECKLIST
These aren't a checklist to complete. They are dimensions through which we examine how the workflow actually operates.
These questions explain the direction of the examination without turning the visitor's context into a public diagnosis.
And this is where AI requires more care.
AI PARTICIPATION · CONSEQUENCE-APPROPRIATE CONTROL
And this is where AI gets interesting.
AI can retrieve comparable deals.
It can summarise commercial context.
It can surface pricing precedent.
It can identify missing information.
It can compare proposals.
It can prepare decision briefs.
It can help a decision-maker see more of the context surrounding a price.
It can also be wrong.
An AI-generated comparison may use the wrong precedent.
A recommendation may overlook an important commercial condition.
A model may infer value from incomplete information.
A confident recommendation can make uncertainty less visible.
That matters when a pricing decision affects:
- a meaningful transaction
- a customer commitment
- margin
- a contractual obligation
- a strategic relationship
The more consequential the decision, the stronger the control around AI should be.
Validation
How is an AI-generated recommendation checked?
Decision boundaries
What can AI recommend, and what must remain a human decision?
Exception handling
What happens when the proposal falls outside known precedent?
Human control
Who remains accountable for the commercial decision?
Auditability
Can the organisation understand what information informed the decision?
AI should make the decision-maker better informed. It should not quietly become the decision-maker.
So what would actually change if we redesigned the work?
What could change?
THE WORK · NOT ONLY THE TECHNOLOGY
An intervention might change much more than the speed of approval.
PROPOSAL · EVIDENCE
Compress the work
Reduce repetitive preparation, searching and information gathering.
COMMERCIAL CONTEXT · EVIDENCE
Improve the context
Bring the evidence needed for the decision closer to the person making it.
AUTHORITY · APPROVAL
Reshape authority
Move appropriate decisions closer to the people with the strongest commercial context.
EXCEPTION · APPROVAL
Reduce unnecessary escalation
Identify where decisions move upward because the workflow is missing context rather than because they genuinely require higher authority.
EXCEPTION
Clarify exceptions
Make the difference between normal commercial judgement and genuine exception explicit.
APPROVAL · OUTCOME
Measure the decision
Measure decision quality, cycle time, escalation and commercial outcomes rather than approval speed alone.
The objective isn't simply to approve prices faster. It is to make better commercial judgement possible at the right point in the organisation.
ONE QUESTION WORTH ASKING
What information would allow the closest qualified person to approve the price without escalation?
You may already know the answer.
You may not.
Either is a useful place to begin.
FIND THIS WORK IN CONTEXT
One workflow, connected to the organisation around it.
Return to the wider context without creating a separate version of this workflow.
Relevant industries
Banking & Financial Services →Manufacturing & Industrial →Retail & Consumer →Technology & Software →Relevant functions
Revenue & Commercial →YOUR WORKFLOW
How does your Pricing Approval workflow operate today?
The page above examines Pricing Approval as a workflow. Now apply the same lens to your own organisation. Answer eight questions and get a structured read on its operating condition.
Take the workflow assessment →You've looked at the workflow.
Now tell us what matters most.
YOUR WORKFLOW · YOUR PRIORITY
What do you want to change?
You know your pricing workflow better than we do. Start by telling us where it hurts.
Tell us what matters most. We'll use it to understand where the workflow may be carrying unnecessary work, uncertainty or escalation.
ALREADY KNOW YOU WANT TO TALK?
Bring the workflow as it operates today.
You don't need to redesign the process before we examine it. Bring the workflow as people experience it now—including where context, evidence, exceptions, authority and escalation become difficult.