GTM, built around
how people choose.

Your feature list gives everything space. Your buyer gives only some of it attention. Make the relevant difference easy to find.

Visibility is not relevance. A striking detail can distract from the reason to buy.

A theoretical model of context-dependent consumer choice; not a test of this website or a B2B sales process.

An offer can sound sophisticated while leaving the buyer unsure what happens next. Clarity belongs in the offer itself, not just its wording.

Easy to read does not mean true. Comprehension and credibility need separate checks.

A review of processing fluency across different judgment tasks.

Keep a recognizable idea and visual identity across useful encounters. Every visit need not introduce a new claim.

Repetition is not a guarantee of liking. It cannot rescue an unwanted offer or justify relentless retargeting.

Laboratory studies and a review of exposure and attitudes, including unfamiliar words and symbols.

The final handoff may shape how a project is remembered. Leave the client able to see what changed, use the work and explain it.

Painful procedures are not client engagements. A strong ending does not excuse a poor experience or prove retention effects.

An observational comparison of real-time pain and retrospective evaluation during two medical procedures.

Revisit the buyer’s central problem in a follow-up, a worked example and a later conversation.

Learning research does not establish an ideal email cadence. More messages can also increase annoyance.

A meta-analysis of verbal learning and retention intervals.

Invite the buyer to explain the proposed change in their own words before preparing an internal handoff.

Recall of prose is not evidence of sales success. Correct misunderstandings rather than testing a buyer to impress them.

Two experiments comparing study and retrieval of prose passages at different delays.

A price arrives inside a comparison: an existing tool, an internal hire, doing nothing. Find that reference before explaining value.

An arbitrary high price is not evidence of value. Anchors can be irrelevant or misleading.

Research on judgment heuristics, including numerical estimation and adjustment from an anchor.

A buyer burned by a failed rollout may evaluate your offer through that memory. Understand the incident before making another promise.

Memorable examples can be informative. The error is treating ease of recall as a reliable frequency measure.

Research on judgment heuristics, including numerical estimation and adjustment from an anchor.

Interview lost deals and poor-fit buyers alongside enthusiastic customers. Keep the contradictory evidence visible.

This applies to the seller as well as the buyer. Disagreement alone does not show that someone is biased.

A review of evidence search and interpretation across many reasoning tasks.

Before cutting plans, check whether buyers understand the differences. A useful comparison may matter more than the number of options.

There is no scientifically ideal number of packages. More choice can also help people find a better fit.

A meta-analysis reporting heterogeneous effects; fewer choices is not a universal prescription.

Your competitive set includes the current workaround. A better destination still needs a credible path from the buyer’s present way of working.

Continuity can be rational. Contracts, learning costs and organizational constraints are not automatically cognitive bias.

Decision experiments and observations of health-plan and retirement choices.

Describe the value of a change and the cost of remaining where the buyer is, using the same assumptions.

Keep the denominator, time period and uncertainty unchanged. Selectively hiding a downside is not equivalent framing.

Decision problems showing preference changes under equivalent gain and loss descriptions.

The promised gain shares the decision with what might be lost: familiar workflows, control, time already invested or credibility with colleagues.

There is no universal ‘losses hurt twice as much’ rule. Actual switching costs may explain hesitation without a bias.

A descriptive theory of decisions under risk. Loss sensitivity depends on the task and reference point.

Existing workflows may carry personal investment and ownership. Let buyers retain useful work as they evaluate an alternative.

Object-trading experiments do not prove every free trial creates ownership. Real migration costs must be measured separately.

Experiments with traded objects, including mugs, and induced-value tokens.

A product framed as a software expense may be judged differently from a replacement for outside services. Identify the actual budget owner.

Organizational budget boundaries can be binding rules, not cognitive mistakes. Never disguise the total cost.

A consumer-choice model incorporating transaction utility and household budgeting.

A good demo may leave the purchase blocked by migration, ownership, support or an unclear exit. Make the unresolved part inspectable.

Uncertainty can justify waiting. Do not replace missing evidence with a confident promise.

Choice problems separating known risk from ambiguity; not direct evidence about procurement.

Separate controlled commitments, such as a delivery date, from uncertain business outcomes.

The original evidence concerns risky choices. Do not manufacture certainty or imply that delivery guarantees commercial success.

A descriptive theory of decisions under risk. Loss sensitivity depends on the task and reference point.

Compare a launch plan with similar completed projects, including those that struggled.

Confidence is not inherently inaccurate. The bias concerns unjustified optimism relative to an appropriate benchmark.

Original publisher preview: student estimates of personal versus peer life-event probabilities.

The business case may make sense while setup keeps moving to next week. Examine the first task and the time until a useful result.

Delay can reflect a real priority or capacity constraint. A rushed start is not automatically a better decision.

A theoretical model of time-inconsistent preferences, immediate costs/rewards and self-awareness.

Build onboarding expectations from observed rollouts, including approvals, data cleanup and interruptions.

A delay alone does not demonstrate bias. Scope changes and genuinely new constraints can explain a missed estimate.

Studies of predicted and actual completion times for academic and everyday tasks.

Test the product outside the excitement of a demo, with the actual workload and constraints of regular use.

The cited paper develops a model and reviews evidence. Changing preferences are not themselves a mistake.

A formal economic model with evidence from several domains of changing tastes.

A relevant client story can answer a buyer’s uncertainty. Select evidence for the situation it clarifies, as well as the name attached to it.

Hotel behavior is not software procurement. Similarity, trust and the task may change the effect.

Two field experiments on hotel guests’ towel reuse; the proposed GTM application requires its own test.

A founder’s preferred workflow is a starting hypothesis. Sample buyers who work differently and ask about their actual choices.

Agreement in a selected audience need not represent the wider market. Sampling quality matters.

Four studies comparing people’s own responses with estimates and interpretations of others’ responses.

In a buying group, make the next action and its owner explicit rather than treating general agreement as a commitment.

Emergency helping research is not procurement research. A stalled deal may lack authority or resources rather than responsibility.

A simulated-emergency study. Its authors’ later account was also inspected; transfer to buying groups is a hypothesis.

A polished presentation may invite attention, but buyers still need evidence of capability, reliability and fit.

A favorable first impression does not establish competence. The original experiment concerned impressions of an instructor.

Original paper: warm versus cold videotaped interviews with the same instructor.

A practitioner may be a more useful messenger for a workflow concern than a general brand endorsement.

‘Messenger effect’ is an umbrella label. This source tests likability and involvement, not every possible credibility cue.

Experiments manipulating communicator likability, arguments and involvement.

Name the expert’s relevant experience and let buyers inspect the reasoning behind the recommendation.

Relevant expertise can be a useful shortcut. An impressive title outside the domain is weaker evidence.

An experiment on student attitudes toward proposed exams; involvement, argument quality and source expertise were varied.

Use accurate examples of the buyer’s working context. Demonstrate understanding without inventing an insider identity.

Laboratory reward allocation does not prove that identity messaging improves conversion. Avoid stereotypes and exclusion.

Minimal-group experiments on allocating rewards and penalties.

Split a broad label such as ‘enterprise buyer’ into actual roles, constraints and decision rights.

The effect depends on the group and available information. Segmentation can be useful without implying that members are identical.

Original publisher preview: judgments of students from one’s own or a rival university.

Collect individual concerns before the group discussion so minority objections are available for inspection.

Groups do not always polarize. A justified change after new evidence is not a bias by itself.

Original publisher preview: individual and group attitude judgments among male secondary-school students.

A prospect who declines a pilot may lack permission, bandwidth or a viable migration path. Find the constraint before labeling the person.

Often discussed alongside fundamental attribution error; the terms overlap. The cited experiments concern inferred attitudes, not all behavior.

Experiments on inferred attitudes after freely chosen or assigned speeches. Publisher-indexed abstract inspected; full text unavailable in this review.

Use the same evidence standard for a successful campaign and a failed one. Separate execution, market conditions and chance.

The meta-analysis reports variation with culture, age and other characteristics. No single attribution pattern describes everyone.

Meta-analysis; the original article abstract and publisher preview were inspected.

Compare the seller’s interpretation of a stalled deal with the buyer’s account of what happened.

The asymmetry appeared under some conditions, including differences by event valence. It should not be taught as a universal law.

A meta-analysis challenging the general textbook version and examining moderators.

Show real progress toward a useful result, rather than a checklist full of administrative tasks.

Reward-program findings do not guarantee onboarding effects. Do not fabricate completed progress or move the finish line.

Field experiments and other analyses of café rewards and online rating activity.

Let buyers inspect an offer and decline it without penalties, guilt or manufactured urgency.

The cited studies concern health messages. Preserving choice is useful practice, not a guaranteed conversion tactic.

Two health-message studies; original author-uploaded text and abstract inspected.

Turn ‘we’ll try it’ into an agreed plan: after the next pipeline review, the owner imports one real account.

Planning cannot create missing authority, capacity or motivation. The goal must already be something the person wants.

A theoretical and research review of situational cues and goal execution.

Provide a concise claim for initial attention and inspectable evidence for a buyer preparing to defend a decision.

These are processing routes, not fixed types of people. The cited experiment tests one prediction, not every part of the framework.

An experiment on student attitudes toward proposed exams; involvement, argument quality and source expertise were varied.

Give an assessment or tool that solves a real problem and remains useful if the recipient never becomes a client.

A gift does not entitle the giver to a sale. Pressure to repay can undermine an otherwise valuable relationship.

A laboratory experiment involving a soft-drink favor and a raffle-ticket request.

A bounded pilot can help a buyer learn before considering a wider rollout. Make the later decision optional and explicit.

Do not hide the eventual cost or escalate without consent. The original requests were not commercial software trials.

Two experiments testing small requests followed by larger requests.