Pricing
One definition of the approved commercial logic: the packages, the pricing rules, the constraints, and where an exception needs a signature. Held as your GTM system's memory rather than in a spreadsheet someone forked, so quoting is consistent and the rules stay governed as they change.
The moments pricing decides, and whose spreadsheet wins
A price is a commitment made on the company's behalf. What changes across these three columns is whether it comes from approved commercial logic, or from the most recent version of a file someone copied.
01 | The Current Way
02 | AI Added On
03 | AI-Native
A quote gets built
A forked spreadsheet
The rep works from a copy taken months ago. It was correct once.
Retrieved, not reasoned
The price-list lookup fetches the sheet. Retrieval says nothing about which rule applies to this deal.
Built on current logic
The quote applies the approved packaging and pricing rules as they stand today, with the constraints already accounted for.
A discount gets requested
Whoever asks, gets
Approval depends on who is asked and how busy they are, so the real rules are unwritten.
A confident draft
A proposal-drafting tool will happily draft the discounted offer. It has no view on whether that discount is allowed.
The boundary is explicit
Within the approved rules it proceeds, outside them it goes to the named approver, so the exception is visible rather than absorbed.
A negotiation runs
Concede and hope
Under pressure the rep gives ground on whatever lever moves fastest, and that is rarely the cheapest one available.
Fluent, uncommercial
Suggested responses that read well and do not know which concessions this business can actually afford.
Trade on what is allowed
The negotiation works within approved levers and exceptions, so what gets given away is a choice rather than an accident.
Pricing changes
An email, then chaos
New pricing is announced while old quotes are still in flight and old sheets are still in use.
Trained on the old list
The pricing tool keeps citing what it learned, which is the previous version, indefinitely.
Versioned and dated
The new logic applies from approval, and in-flight deals stay traceable to the version they were quoted under.
The pricing turns out wrong
Discovered in the numbers
The pattern only surfaces in a margin review, long after the deals that made it.
Consistently mispriced
Automation applies the flawed rule reliably to every deal, which is how a small error becomes a large one.
Outcomes propose the change
Win, loss and margin patterns show where the rules are costing you. No revision reaches a quote until the pricing owner has approved it.
Capabilities that reason with this memory
Sales
Deal Health
Sales
Qualification
Sales
Pipeline Review
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An advantage competitors cannot buy back: years of success and failure, codified.
One approved definition of your packaging, pricing logic, constraints, approvals and exceptions, held as a versioned record. Quoting, proposals and negotiation all read the same version, so commercial judgement is applied rather than remembered.
By reasoning within them, not retrieving them. Fetching a price list is a lookup. Applying pricing memory means knowing which package fits, which constraints bind, what the approved flex is and where the boundary needs a human.
By making the approval boundary part of the memory. Anything inside approved logic proceeds; anything outside routes to the named approver before it reaches a customer. The gate is a rule you set in advance, and the model's confidence has no say in it.
They stay traceable to the version they were quoted under. The new logic applies from the moment the pricing owner approves it, without retrospectively rewriting what was already committed.
No. It can show you where the current rules are costing margin or losing deals and propose a revision with that evidence attached, but pricing changes only take effect when a person approves them.