SLAM Knowledge Library
Adding salespeople is the most common response to a revenue shortfall and one of the least examined. It substitutes a capacity solution for a diagnosis nobody performed.
When a rep departs, the organisation keeps their accounts, their CRM records, and their pipeline. It loses the informal knowledge that made any of those things work.
The moment a rep privately decides a deal will close, they stop looking for evidence it will not. It is the single most common reason forecasted deals slip without any visible warning in the CRM.
A manager who closes deals on behalf of their reps is not a commercial asset. They are a commercial liability wearing the costume of one.
A mid-market software business was acquired to have its sales engine doubled. Eighteen months later the scale thesis was dead. The metrics that justified the deal were all real. The reason it failed was underneath them.
An organisation that has hired three consultancies in six years for the same problem does not have a selection problem. It has a problem it is structurally unwilling to solve.
A pipeline review in which no deal is ever removed, no forecast revised downward, and no rep asked a question they had not anticipated is not a review. It is a recital with a calendar invite.
Most frontline sales managers were promoted because they were excellent individual performers, not because anyone tested whether they could develop one. Fixing this is not a training problem. It is a structural redesign of what a manager's week actually consists of.
Sales training that is not followed by observation, correction, and consequence does not change behaviour. It changes vocabulary.
The larger and more painful a commercial loss, the less likely an organisation is to examine it properly. The losses carrying the most information are the ones it is structurally least able to look at.
A customer who churns in month two rarely churned because of anything that happened in month two. They churned because implementation was never completed, and sales moved on long before value was ever possible.
A deal that never closes and never gets killed is not a pipeline problem. It is a management problem, and it is sitting in the forward model right now.
The people producing commercial dysfunction are behaving rationally. They are responding, accurately, to the consequences the organisation placed in front of them. The dysfunction is not a failure of character. It is a design output.
A discount approval process that approves ninety-eight per cent of what reaches it is not governance. It is a delay mechanism with a signature at the end.
The capabilities required to build a commercial function are close to the opposite of those required to scale one. Organisations promote the builder, then conclude they hired the wrong person.
Reps under-commit, managers add a buffer, and the CRO discounts the whole thing before it reaches the board. Everybody knows. Nobody can be the first to stop.
An attach rate measures how often two products are sold together. It does not measure whether the second was wanted, used, or renewed. Often it measures the sales team's negotiating tactics.
By the time a customer cancels, they have usually been gone for six months. The organisation that could not see it coming was not lacking information. It was not looking at the right information.
An organisation that responds to a difficult decision by scheduling a meeting has not deferred the decision. It has made one, which is to not decide, and the cost never appears as an action anyone took.
A competitor who never appears in your loss data is not a competitor you beat. Usually it is one you never meet, and the absence of their name is being read as evidence of strength.
Every corner cut during rapid hiring is a liability that comes due later, with interest, and the interest is paid by the cohort that arrives afterward. It is never recorded anywhere.
Before a single sales call is made, a substantial portion of the variance in rep performance has already been determined by how accounts were assigned. Attainment measures two things and reports them as one number.
A growth investor underwrote a forward plan on 3.6x pipeline coverage. The coverage was in the CRM. It was not in the market. The real forward view had been sitting on the sales leader's laptop the whole time.
A CRM does not measure what is happening in a deal. It measures what a rep believes their manager needs to see. When those two things diverge, the forecast stops being a forecast.
Reference customers are frequently the accounts that received the deepest discount and the most unusual level of service. They are evidence of what the organisation can do under exceptional conditions, not normal ones.
A quota-setting process that can be quietly renegotiated after the fact is not a quota-setting process. It is a signal that political skill in managing your manager matters more than performance against the plan.
When two individuals generate 65% of a company's net new ARR, you are not buying a commercial engine. You are buying a dependency on two people's continued goodwill, and paying a growth-company multiple for it.
A compensation plan does not drive behaviour. A rep's understanding of it does, and in most organisations those two things have drifted meaningfully apart.
Every rep's forecast can be defensible and honestly submitted, and the team total can still be wrong by a wide margin. Correlated assumptions do not cancel out. They compound.
The 90-day ramp assumption is not derived from data. It is inherited from convention, and it is the most expensive unchallenged assumption in growth-stage SaaS investing.
A buyer who waits until the last week of the quarter to sign is not being opportunistic. They have been taught, through repeated experience, exactly when your salesforce becomes willing to negotiate.
A pricing model that charges more as customers succeed sounds well aligned. In practice it often produces the opposite: customers who hit a usage threshold see the price jump and immediately look for an exit.
A contract that renews because nobody cancelled it has not been retained. It has been defaulted into, and a customer who forgot to cancel behaves nothing like one who chose to stay.
Promoting the top rep into management is the most common talent decision in commercial organisations, and frequently wrong. Closing deals and developing closers are different skills that share a job title.
An incentive attached to an outcome the recipient cannot influence does not motivate. It transfers risk from the company to the individual and calls the transfer a bonus.
A dashboard measures what is easy to instrument, not what determines outcomes. Over time it stops describing the business and starts defining it, and nobody notices the substitution.
Every commercial organisation has a moment where a customer passes from one function to another, and in most organisations that moment is owned by nobody. Gaps do not appear on org charts.
Not all expansion revenue represents genuine growth. Some is replacement spend dressed up as upsell, and an organisation that cannot tell the difference is overstating the health of its account base.
Every commercial organisation has two pipeline systems. The official one lives in the CRM. The real one lives in the CRO's laptop, and the gap between them is the most diagnostic number in commercial due diligence.
A playbook that exists as a document and not as a practice is worse than no playbook, because its existence is treated as evidence the problem has been addressed. The organisation stops looking.
A SaaS business was bought at a premium for 125% net revenue retention and a durable land-and-expand story. Within a year the figure had restated to 103%. The expansion was finite, and part of the base had already left.
Most compensation plans are designed with care for what happens below 100% attainment and almost no thought for what happens immediately above it. That oversight distorts revenue timing every quarter.
A data room is not a disclosure. It is a curated argument, assembled by people with a direct financial interest in a particular conclusion. The most informative thing about it is usually what is absent.
A commercial hire is a substantial capital commitment made on two conversations and a document the candidate wrote about themselves. The one step capable of introducing independent evidence is conducted as a formality.
When an SDR is measured on meetings booked and an account executive on deals closed, the two optimise different functions on the same opportunity. The account executive pays for the difference in wasted hours.
Founder-led sales is not a go-to-market motion. It is the absence of one, disguised by a single exceptional individual. When they step back, the business discovers it never built a repeatable process.
A win-loss analysis that only investigates the wins is not win-loss analysis. It is a highlight reel. The deals that would tell an organisation something uncomfortable are the ones nobody follows up on.
Organisations measure attrition as a rate and discuss it as a cost. What matters is who left, why, and whether the reason given in the exit interview bore any relationship to the real one.
An average sales cycle of ninety days may describe a business where every deal takes ninety days, or one where half take thirty and half take a hundred and fifty. The average is identical. The businesses are not.
Where a metric's definition changes and its name does not, a time series that appears continuous is two different measurements on the same axis. The trend describes an accounting decision, not a commercial reality.
An enthusiastic internal champion is not the same thing as a buyer. Enthusiasm is easy to generate. Budget authority is not, and only one of the two actually closes a deal.
A company does not usually decide to change its target market. It accumulates individually reasonable accommodations to its largest customers, and discovers later that it serves a segment nobody chose.
A value creation plan is executed by the same people, inside the same incentive structure, that produced the findings it is meant to correct. Unless it changes the structure first, it asks rational people to act against their own interests.
Every finding in this library describes an intelligent person responding correctly to a badly constructed system. That is the discipline's central empirical claim, and it is the one commercial diligence is most often conducted without.
A discovery call that does not change what the rep believes about the deal was not discovery. It was a product pitch wearing a different name, and most sales organisations cannot tell the difference.
A business was bought on a track record of proven, repeatable commercial performance. High attainment, reliable forecasting, a strong win rate. All three turned out to be reporting artifacts, and none of them survived contact with a new owner.