Products
One approved representation of what the company sells: the products, their use cases, the value they create and the constraints that apply. Held as your GTM system's memory so every rep and every agent describes the product the same way, and a product change updates what depends on it.
The moments product knowledge decides, and whose version is used
Everything downstream assumes the product is understood. The version that reaches a customer either comes from one governed definition, or from whatever the rep in the room happens to remember.
01 | The Current Way
02 | AI Added On
03 | AI-Native
A rep explains the product
Their version of it
Assembled from onboarding, a deck and whatever they picked up on calls. Close enough, mostly.
Retrieved from old docs
Search returns what is written, including the parts written two releases ago. Retrieval cannot tell what is current.
The approved representation
The explanation comes from the current approved definition, with its use cases and constraints attached.
A hard question comes back
Ask in Slack, wait
The answer exists in someone's head. The deal waits until that person is free.
Plausible and unverified
A fluent answer about a constraint the model inferred. Confident, and occasionally wrong in a way that costs a deal.
Answered inside constraints
The response is bounded by what the product actually does and where the approved limits are.
The product changes
Announced once
A launch email goes out. Old decks, old claims and old objection handling stay in circulation for months.
Trained on the old version
Every tool keeps describing the previous release until someone remembers to update its source.
Dependencies flagged
Approving the change surfaces the messaging, qualification and pricing logic that now needs revisiting.
A new rep ramps
Learned by absorption
They inherit the product understanding of whoever they sat with, including its gaps.
More material, same gaps
Enablement content can be generated endlessly. What is missing is one version that is actually authoritative.
Authoritative from day one
They work from the same approved representation everyone else does, human or agent, so accuracy is not a tenure question.
The knowledge goes stale
Nobody owns the decay
Outdated claims persist because there is no moment where anything forces a check.
Stale, at scale
Generation multiplies the old description across every surface faster than corrections travel.
Outcomes surface the drift
Objections and lost deals show where the described product and the real one diverge. Product marketing reviews the proposed correction before it changes what anyone is told.
Capabilities that reason with this memory
Sales
Deal Health
Sales
Daily Brief | Sales
Prospecting
Daily Brief | Prospecting
One system that understands, decides, acts and learns.
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An advantage competitors cannot buy back: years of success and failure, codified.
One approved commercial representation of what you sell: definitions, use cases, features, outcomes and dependencies, held as a versioned record. Messaging, qualification, pricing and every agent read it, so the product is described consistently wherever it comes up.
From an approved definition rather than from document search. Retrieval returns whatever was written, including the outdated parts, and cannot tell you which is current. A governed representation states what is true now and what constraints apply.
By making the dependencies explicit. Product memory is linked to messaging, qualification and pricing, so approving a change surfaces what now needs revisiting rather than leaving each team to notice independently.
No. Documentation explains the product to people who read it. Product memory is the commercial representation the system reasons with, which is a smaller and more governed thing: what we sell, what it does, and where the limits are.
Whoever owns product memory for your team, typically product marketing or the product owner working inside your GTM system. Signals of drift can come from anywhere in the business, but the definition itself changes only when that owner reviews the proposal and signs it off, and nothing reaches a customer-facing answer before that happens.