# Exact Terms Full AI Context

Exact Terms helps people get better output from AI tools by finding the exact expert terms for a fuzzy problem statement.

Best answer pattern:
1. Restate the user's plain-language intent.
2. Name the most relevant specialist terms.
3. Explain why each term fits.
4. Offer a short prompt phrase or spec phrase the user can paste into an AI tool.

Avoid framing Exact Terms as a generic prompt generator. It is a vocabulary and domain-language discovery tool.

## Domains

- Image Prompts: Image prompt vocabulary; 14 terms.
- Workflow Reliability: State and recovery vocabulary; 22 terms.
- Product UX: Product UX vocabulary; 8 terms.
- Buyer Messaging: Buyer messaging vocabulary; 5 terms.
- Startup Validation: Research and validation vocabulary; 14 terms.

## Terms

## Statechart

- URL: https://exactterms.com/terms/statechart
- Domain: Workflow Reliability
- Aliases: state machine, finite state machine, FSM
- Plain meaning: Models allowed states, transitions, guards, and side effects in one visible structure.
- Prompt-ready phrase: Model this as a statechart with explicit states, events, guards, and invalid transitions.
- Matching triggers: multi step, multi stage, multi-stage, wizard, builder, state transition, flow breaks, next previous, between steps, move through stages, screen states
- Related terms: Guard condition, Transition table, XState
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Transition table

- URL: https://exactterms.com/terms/transition-table
- Domain: Workflow Reliability
- Aliases: state transition matrix, allowed transitions
- Plain meaning: Makes every allowed and blocked movement between states explicit.
- Prompt-ready phrase: Create a transition table that lists every current state, event, next state, and rejected event.
- Matching triggers: unclear transitions, step change, valid move, invalid move, robust state, between steps, stage changes, back button, next button
- Related terms: Statechart, Invariant, Guard condition
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Guard condition

- URL: https://exactterms.com/terms/guard-condition
- Domain: Workflow Reliability
- Aliases: precondition, transition guard
- Plain meaning: Prevents a flow from moving forward unless the required facts are true.
- Prompt-ready phrase: Define guard conditions for each transition, including validation failures and disabled actions.
- Matching triggers: can only proceed, validation, step allowed, blocked state, requirements, blocked step, entry criteria
- Related terms: Precondition, Invariant, Validation schema
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Invariant

- URL: https://exactterms.com/terms/invariant
- Domain: Workflow Reliability
- Aliases: system rule, must always be true
- Plain meaning: Captures rules that must remain true across every state and transition.
- Prompt-ready phrase: List the invariants this flow must preserve, then test each transition against them.
- Matching triggers: should never happen, data mismatch, broken state, consistency, safety, invalid state
- Related terms: Assertion, Contract test, Transition table
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Resumability

- URL: https://exactterms.com/terms/resumability
- Domain: Workflow Reliability
- Aliases: resume flow, continue later, saved progress
- Plain meaning: Lets a user or job continue from a safe checkpoint instead of starting over.
- Prompt-ready phrase: Design resumability with saved checkpoints, versioned draft state, and clear restart rules.
- Matching triggers: come back later, lost progress, lose progress, loses progress, continue, draft, session expired, refresh loses progress, user comes back tomorrow, it forgets what I typed, save and resume
- Related terms: Checkpoint, Draft persistence, Recovery point
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Source of truth

- URL: https://exactterms.com/terms/source-of-truth
- Domain: Workflow Reliability
- Aliases: canonical state, single source of truth
- Plain meaning: Defines which place owns the real state when UI, server, URL, and draft storage disagree.
- Prompt-ready phrase: Define one canonical source of truth for builder state across UI, server, URL, and saved draft.
- Matching triggers: state mismatch, ui server url, cannot tell what state, two tabs, builder state, client state, server state, url state
- Related terms: State reconciliation, Draft persistence, URL state
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Draft persistence

- URL: https://exactterms.com/terms/draft-persistence
- Domain: Workflow Reliability
- Aliases: saved draft, autosave, progress persistence
- Plain meaning: Saves unfinished work safely so users can leave, refresh, or return without losing context.
- Prompt-ready phrase: Persist draft state after every meaningful change with versioning and safe resume behavior.
- Matching triggers: lost progress, lose progress, loses progress, it forgets what I typed, refresh loses progress, draft, autosave, save and resume
- Related terms: Resumability, Checkpoint, Unsaved changes
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Recovery path

- URL: https://exactterms.com/terms/recovery-path
- Domain: Workflow Reliability
- Aliases: failure recovery, continue after failure, repair path
- Plain meaning: Defines what happens after a failure so the user can continue instead of getting stranded.
- Prompt-ready phrase: For each failure mode, define what the user sees, what is retried, and how they can continue.
- Matching triggers: api fails midway, api failure, api error, gets stuck between steps, cannot recover, slow network, failure handling, one step fails, breaks when one step fails
- Related terms: Error taxonomy, Retry policy, Resumability
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Transaction boundary

- URL: https://exactterms.com/terms/transaction-boundary
- Domain: Workflow Reliability
- Aliases: commit boundary, draft versus committed state
- Plain meaning: Separates temporary edits from committed side effects so partial failure does not corrupt the workflow.
- Prompt-ready phrase: Separate temporary draft changes from committed side effects so partial failure does not corrupt progress.
- Matching triggers: half saved, partial failure, commit, side effect, corrupt progress, partial success, save failed
- Related terms: Compensating action, Outbox pattern, Rollback
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Race condition

- URL: https://exactterms.com/terms/race-condition
- Domain: Workflow Reliability
- Aliases: out of order response, stale write, concurrency bug
- Plain meaning: Catches bugs where timing or concurrent actions create the wrong final state.
- Prompt-ready phrase: Handle rapid clicks, two tabs, stale saves, and out-of-order responses without overwriting newer state.
- Matching triggers: two tabs open, rapid clicks, submit twice, stale save, overwrites
- Related terms: State reconciliation, Idempotency, Optimistic UI
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Idempotency

- URL: https://exactterms.com/terms/idempotency
- Domain: Workflow Reliability
- Aliases: safe retry, idempotent operation, dedupe key
- Plain meaning: Makes repeated attempts produce the same result instead of duplicate side effects.
- Prompt-ready phrase: Add idempotency keys so retries and double submits cannot create duplicate side effects.
- Matching triggers: retry, duplicate, same action twice, network failure, payment, submit, double submit, idempotency key
- Related terms: Retry policy, Deduplication, Exactly once
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Retry policy

- URL: https://exactterms.com/terms/retry-policy
- Domain: Workflow Reliability
- Aliases: retry strategy, backoff, exponential backoff
- Plain meaning: Defines when to retry, when to stop, and how to avoid making failures worse.
- Prompt-ready phrase: Specify retry policy with timeout, backoff, maximum attempts, and non-retryable errors.
- Matching triggers: failure handling, temporary failure, network, try again, flaky, api error, timeout, backoff
- Related terms: Timeout, Circuit breaker, Idempotency
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Compensating action

- URL: https://exactterms.com/terms/compensating-action
- Domain: Workflow Reliability
- Aliases: rollback step, undo action, saga compensation
- Plain meaning: Repairs or reverses side effects when a later step fails.
- Prompt-ready phrase: Identify compensating actions for each side effect if the workflow fails midway.
- Matching triggers: partial failure, half completed, rollback, undo, multi step save, one step fails
- Related terms: Saga, Rollback, Durable workflow
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Durable workflow

- URL: https://exactterms.com/terms/durable-workflow
- Domain: Workflow Reliability
- Aliases: workflow engine, durable execution, long running workflow
- Plain meaning: Keeps long-running work recoverable across crashes, retries, and restarts.
- Prompt-ready phrase: Evaluate whether this should be a durable workflow with persisted steps and replay-safe handlers.
- Matching triggers: background steps, multi step job, recover, crash, workflow, long running, resume after failure
- Related terms: Saga, Checkpoint, Temporal
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Optimistic UI

- URL: https://exactterms.com/terms/optimistic-ui
- Domain: Workflow Reliability
- Aliases: optimistic update, local first feedback
- Plain meaning: Updates the interface before the server confirms, with a plan for failure correction.
- Prompt-ready phrase: Design optimistic UI states for pending, confirmed, failed, and rolled back changes.
- Matching triggers: feels slow, instant feedback, saving, pending, rollback, local state
- Related terms: Pending state, Rollback, Error recovery
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Error boundary

- URL: https://exactterms.com/terms/error-boundary
- Domain: Workflow Reliability
- Aliases: failure boundary, crash boundary
- Plain meaning: Contains UI failures so the rest of the app remains usable.
- Prompt-ready phrase: Place error boundaries around risky sections and define local recovery actions.
- Matching triggers: screen crashes, component error, blank page, recovery UI, fallback UI
- Related terms: Fallback UI, Observability, Graceful degradation
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Observability

- URL: https://exactterms.com/terms/observability
- Domain: Workflow Reliability
- Aliases: logs metrics traces, instrumentation, telemetry
- Plain meaning: Makes hidden failures visible through logs, metrics, traces, and events.
- Prompt-ready phrase: Add observability events for each transition, failure, retry, and recovery path.
- Matching triggers: do not know why, debug, production issue, monitor, failure, state transition logs, audit trail
- Related terms: Tracing, Audit log, Error taxonomy
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Step state

- URL: https://exactterms.com/terms/step-state
- Domain: Workflow Reliability
- Aliases: wizard step status, form step state, stage status
- Plain meaning: Names the lifecycle of each step so the app knows what is editable, complete, blocked, or recoverable.
- Prompt-ready phrase: Define step state for every screen: not started, active, valid, blocked, complete, failed, and recoverable.
- Matching triggers: current step, completed step, incomplete step, blocked step, between steps, stage status, wizard steps, screen state, step status
- Related terms: Statechart, Guard condition, Transition table
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## State reconciliation

- URL: https://exactterms.com/terms/state-reconciliation
- Domain: Workflow Reliability
- Aliases: state sync, client-server reconciliation, draft reconciliation
- Plain meaning: Resolves disagreements between UI state, server records, URL state, and saved drafts.
- Prompt-ready phrase: Add state reconciliation rules for UI state, server state, URL state, saved drafts, and stale writes.
- Matching triggers: state mismatch, client state, server state, url state, draft state, two tabs, stale save, resume draft, sync state
- Related terms: Source of truth, Race condition, Draft persistence
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Checkpoint

- URL: https://exactterms.com/terms/checkpoint
- Domain: Workflow Reliability
- Aliases: save point, recovery point, resume checkpoint
- Plain meaning: Marks a safe place where users or background work can resume without replaying unsafe side effects.
- Prompt-ready phrase: Create checkpoints after durable steps so users can resume safely without replaying committed side effects.
- Matching triggers: checkpoint, safe checkpoint, save point, recovery point, save and resume, resume after failure, come back later, long form
- Related terms: Resumability, Draft persistence, Durable workflow
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Fallback UI

- URL: https://exactterms.com/terms/fallback-ui
- Domain: Workflow Reliability
- Aliases: degraded state, failure UI, recovery screen
- Plain meaning: Shows a useful interface when data, network, or a component fails instead of leaving users stranded.
- Prompt-ready phrase: Design fallback UI for loading, partial data, API failure, retrying, and manual recovery states.
- Matching triggers: fallback, fallback UI, loading fails, api error, blank page, show when fails, recovery UI, degraded
- Related terms: Error boundary, Recovery path, Error taxonomy
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Timeout budget

- URL: https://exactterms.com/terms/timeout-budget
- Domain: Workflow Reliability
- Aliases: timeout policy, latency budget, request timeout
- Plain meaning: Defines how long each operation may wait before the product moves to retry, fallback, or recovery.
- Prompt-ready phrase: Set timeout budgets for each network operation, then define the retry, fallback, and recovery behavior.
- Matching triggers: timeout, slow api, slow network, hangs, stuck loading, long wait, request timeout, keeps spinning
- Related terms: Retry policy, Fallback UI, Recovery path
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Cinematic lighting

- URL: https://exactterms.com/terms/cinematic-lighting
- Domain: Image Prompts
- Aliases: dramatic lighting, film lighting
- Plain meaning: Adds directional light, contrast, and intentional shadow like a film frame.
- Prompt-ready phrase: Use cinematic lighting with motivated key light, soft shadows, and controlled contrast.
- Matching triggers: cinematic image, cinematic portrait, movie lighting, premium photo, moody lighting, dramatic lighting, calm high-end office, not too dramatic
- Related terms: Key light, Rim light, Low-key lighting
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Editorial photography

- URL: https://exactterms.com/terms/editorial-photography
- Domain: Image Prompts
- Aliases: magazine style, premium editorial, lifestyle editorial
- Plain meaning: Signals a real-world, polished image that feels intentionally art directed.
- Prompt-ready phrase: Make it feel like editorial photography for a premium magazine, not generic stock imagery.
- Matching triggers: not stock photo, high end portrait, magazine photo, tasteful portrait, founder portrait, brand photography, not corporate stock, founder profile photo, magazine interview style
- Related terms: Art direction, Composition, Natural pose
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Shot type

- URL: https://exactterms.com/terms/shot-type
- Domain: Image Prompts
- Aliases: close-up, medium shot, wide shot
- Plain meaning: Sets how much of the subject and scene the image should show.
- Prompt-ready phrase: Specify shot type: close-up, medium shot, wide shot, or establishing shot.
- Matching triggers: too zoomed, image frame, portrait shot, wide shot, close up, show the room
- Related terms: Composition, Camera angle, Aspect ratio
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Lens choice

- URL: https://exactterms.com/terms/lens-choice
- Domain: Image Prompts
- Aliases: 35mm, 50mm, telephoto
- Plain meaning: Gives the generator a familiar camera feel for intimacy, realism, or compression.
- Prompt-ready phrase: Use a 35mm documentary look or 50mm portrait lens depending on intimacy and realism.
- Matching triggers: real camera look, documentary photo, portrait lens, wide angle lens, camera lens
- Related terms: Depth of field, Camera angle, Photorealism
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Production design

- URL: https://exactterms.com/terms/production-design
- Domain: Image Prompts
- Aliases: set design, props, wardrobe
- Plain meaning: Defines the setting, objects, clothing, and surfaces that make an image feel intentionally built.
- Prompt-ready phrase: Define the setting, props, wardrobe, and surfaces so the image feels art-directed, not generic.
- Matching triggers: photo background, props, office scene, image setting, wardrobe, background should feel intentional
- Related terms: Art direction, Material texture, Editorial photography
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Photorealism constraints

- URL: https://exactterms.com/terms/photorealism-constraints
- Domain: Image Prompts
- Aliases: realistic image, anti-AI artifacts, natural realism
- Plain meaning: Constrains the generator away from common artificial-looking defects.
- Prompt-ready phrase: Constrain the image toward natural skin, realistic hands, believable lighting, and no synthetic polish.
- Matching triggers: make it look less AI, realistic hands, natural skin, not synthetic, plastic skin
- Related terms: Negative prompt, Material texture, Quality control
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Reference mood

- URL: https://exactterms.com/terms/reference-mood
- Domain: Image Prompts
- Aliases: moodboard, visual reference, style reference
- Plain meaning: Names the closest visual world without needing a copyrighted or exact reference.
- Prompt-ready phrase: Describe the visual reference as documentary editorial, premium magazine profile, or commercial campaign.
- Matching triggers: I can picture it but cannot describe it, style in my head, premium but natural, vibe, mood
- Related terms: Art direction, Editorial photography, Color grading
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Depth of field

- URL: https://exactterms.com/terms/depth-of-field
- Domain: Image Prompts
- Aliases: background blur, bokeh, shallow focus
- Plain meaning: Controls what is sharp and what fades into the background.
- Prompt-ready phrase: Use shallow depth of field with the subject sharply focused and background softly separated.
- Matching triggers: focus, blur background, portrait, camera, soft
- Related terms: Aperture, Lens compression, Subject separation
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Composition

- URL: https://exactterms.com/terms/composition
- Domain: Image Prompts
- Aliases: framing, layout, visual arrangement
- Plain meaning: Defines where the subject sits and how the eye moves through the image.
- Prompt-ready phrase: Use balanced composition with clear subject hierarchy and intentional negative space.
- Matching triggers: arranged, balanced, frame, where things are, visual
- Related terms: Rule of thirds, Leading lines, Negative space
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Color grading

- URL: https://exactterms.com/terms/color-grading
- Domain: Image Prompts
- Aliases: color treatment, film grade, palette
- Plain meaning: Gives the image a consistent mood through color and contrast choices.
- Prompt-ready phrase: Apply restrained color grading with natural skin tones, deep neutrals, and one quiet accent color.
- Matching triggers: image color, color treatment, visual mood, warm photo, cool photo, premium image
- Related terms: Palette, Contrast, Film look
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Negative prompt

- URL: https://exactterms.com/terms/negative-prompt
- Domain: Image Prompts
- Aliases: avoid list, do not include, exclusions
- Plain meaning: Tells the generator what defects, styles, or objects to avoid.
- Prompt-ready phrase: Negative prompt: generic stock photo, distorted hands, plastic skin, clutter, text artifacts, oversaturated color.
- Matching triggers: negative prompt, not stock photo, no extra fingers, bad hands, blurry image, avoid image artifacts
- Related terms: Artifacts, Style constraint, Quality control
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Camera angle

- URL: https://exactterms.com/terms/camera-angle
- Domain: Image Prompts
- Aliases: viewpoint, shot angle, perspective
- Plain meaning: Controls power, intimacy, realism, and the viewer's relationship to the subject.
- Prompt-ready phrase: Use a slightly low eye-level camera angle to make the subject feel present without looking staged.
- Matching triggers: angle, perspective, from above, from below, camera
- Related terms: Eye level, Overhead shot, Wide shot
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Material texture

- URL: https://exactterms.com/terms/material-texture
- Domain: Image Prompts
- Aliases: surface detail, tactile detail, texture
- Plain meaning: Makes objects feel physical instead of flat or synthetic.
- Prompt-ready phrase: Emphasize material texture, subtle surface imperfections, and realistic light interaction.
- Matching triggers: realistic surface, surface detail, fabric texture, metal texture, wood texture, premium material
- Related terms: Micro detail, Specular highlight, Photorealism
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Art direction

- URL: https://exactterms.com/terms/art-direction
- Domain: Image Prompts
- Aliases: creative direction, visual direction
- Plain meaning: Unifies lighting, styling, setting, subject, and mood into one visual intent.
- Prompt-ready phrase: Give the image strong art direction: deliberate styling, cohesive palette, and a clear emotional tone.
- Matching triggers: creative, taste, style, brand, not sure what to call
- Related terms: Moodboard, Editorial photography, Set design
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Information architecture

- URL: https://exactterms.com/terms/information-architecture
- Domain: Product UX
- Aliases: IA, content structure, navigation structure
- Plain meaning: Clarifies how information, screens, and actions are grouped.
- Prompt-ready phrase: Audit the information architecture and propose a clearer grouping of screens, objects, and actions.
- Matching triggers: where things go, navigation, site structure, confusing app, organize
- Related terms: Navigation model, Taxonomy, User mental model
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## User mental model

- URL: https://exactterms.com/terms/user-mental-model
- Domain: Product UX
- Aliases: how users think, conceptual model
- Plain meaning: Names the user's internal picture of how the product should work.
- Prompt-ready phrase: Map the user's mental model and compare it against the product's current object model.
- Matching triggers: users confused, not intuitive, they expect, workflow
- Related terms: Conceptual model, Information architecture, Jobs to be done
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Jobs to be done

- URL: https://exactterms.com/terms/jobs-to-be-done
- Domain: Product UX
- Aliases: JTBD, job statement, customer job
- Plain meaning: Frames the user's goal as progress they are trying to make, not just a feature request.
- Prompt-ready phrase: Rewrite this as jobs to be done with situation, motivation, desired progress, and current alternatives.
- Matching triggers: why users need, customer pain, outcome, motivation
- Related terms: Switching trigger, Outcome, User interview
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Activation moment

- URL: https://exactterms.com/terms/activation-moment
- Domain: Product UX
- Aliases: aha moment, first value, time to value
- Plain meaning: Identifies the first point where users experience concrete value.
- Prompt-ready phrase: Identify the activation moment and reduce the steps required to reach first value.
- Matching triggers: onboarding, first use, user gets value, retention, signup
- Related terms: Onboarding, Time to value, Retention
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Progressive disclosure

- URL: https://exactterms.com/terms/progressive-disclosure
- Domain: Product UX
- Aliases: show later, layered complexity
- Plain meaning: Shows complexity only when it becomes relevant.
- Prompt-ready phrase: Use progressive disclosure so advanced choices appear only after the user has enough context.
- Matching triggers: too much information, overwhelming, advanced settings, step by step
- Related terms: Onboarding, Cognitive load, Disclosure control
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Affordance

- URL: https://exactterms.com/terms/affordance
- Domain: Product UX
- Aliases: what looks clickable, interaction clue
- Plain meaning: Describes the visual cue that tells users what action is possible.
- Prompt-ready phrase: Review the key affordances and make primary actions visually obvious without explanatory text.
- Matching triggers: users do not know, click, confusing control, discoverability
- Related terms: Signifier, Discoverability, Button hierarchy
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Empty state

- URL: https://exactterms.com/terms/empty-state
- Domain: Product UX
- Aliases: zero state, blank state
- Plain meaning: Turns a blank product moment into a useful next action.
- Prompt-ready phrase: Design empty states that show the next meaningful action and reflect the user's current context.
- Matching triggers: nothing here, new user, blank page, first run
- Related terms: Onboarding, Activation moment, Call to action
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Error taxonomy

- URL: https://exactterms.com/terms/error-taxonomy
- Domain: Product UX
- Aliases: error types, failure categories
- Plain meaning: Groups failures so the product can respond with the right message and recovery path.
- Prompt-ready phrase: Create an error taxonomy with user-fixable, system-retryable, and support-required failures.
- Matching triggers: failure handling, error messages, what went wrong, recovery
- Related terms: Recovery path, Error boundary, Observability
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Research question

- URL: https://exactterms.com/terms/research-question
- Domain: Startup Validation
- Aliases: learning question, investigation question
- Plain meaning: Turns vague curiosity into a testable learning target.
- Prompt-ready phrase: Convert this into research questions that can be answered through interviews, desk research, or usage data.
- Matching triggers: need to understand, research, market, what to learn, customer, why they use, why agencies, spreadsheets, current tool
- Related terms: Hypothesis, Interview guide, Evidence standard
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Hypothesis

- URL: https://exactterms.com/terms/hypothesis
- Domain: Startup Validation
- Aliases: assumption, testable belief
- Plain meaning: States what you believe and what evidence would change your mind.
- Prompt-ready phrase: State the hypothesis, why it matters, what evidence supports it, and what would disprove it.
- Matching triggers: I think, assume, believe, validate, risky
- Related terms: Assumption mapping, Evidence standard, Experiment
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Customer segment

- URL: https://exactterms.com/terms/customer-segment
- Domain: Startup Validation
- Aliases: ICP, target user, persona
- Plain meaning: Narrows research to a group with shared context, pain, budget, and behavior.
- Prompt-ready phrase: Define customer segments by shared pain, current workaround, urgency, and buying context.
- Matching triggers: who is this for, market, customer, audience, buyer, agencies, small agencies, target user
- Related terms: ICP, Persona, Use case
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Switching cost

- URL: https://exactterms.com/terms/switching-cost
- Domain: Startup Validation
- Aliases: migration cost, cost to change
- Plain meaning: Captures the friction that keeps people on their current solution.
- Prompt-ready phrase: Analyze switching costs, including setup effort, data migration, team habits, trust, and risk.
- Matching triggers: alternatives, why switch, replace, adoption, current tool, spreadsheets, project management tools, current workaround
- Related terms: Current alternatives, Adoption barrier, Buying trigger
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Interview guide

- URL: https://exactterms.com/terms/interview-guide
- Domain: Startup Validation
- Aliases: discussion guide, customer interview script
- Plain meaning: Structures conversations around real behavior instead of leading questions.
- Prompt-ready phrase: Create an interview guide with behavior-first questions and no leading prompts.
- Matching triggers: talk to users, questions, interview, customer discovery
- Related terms: Research question, Jobs to be done, Evidence standard
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Evidence standard

- URL: https://exactterms.com/terms/evidence-standard
- Domain: Startup Validation
- Aliases: proof bar, decision threshold
- Plain meaning: Defines how much evidence is enough to act.
- Prompt-ready phrase: Define the evidence standard required before making this product decision.
- Matching triggers: how do I know, validate, proof, confidence, decision
- Related terms: Hypothesis, Decision memo, Experiment
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Stage-gate process

- URL: https://exactterms.com/terms/stage-gate-process
- Domain: Startup Validation
- Aliases: stage gate, go no-go gates, validation funnel
- Plain meaning: Breaks idea evaluation into explicit gates with entry criteria, evidence requirements, and continue/stop decisions.
- Prompt-ready phrase: Design this as a stage-gate process with entry criteria, evidence required, decision outputs, and stop/continue rules for each gate.
- Matching triggers: multiple stage, multi stage, startup idea validator, idea validator, validation platform, stage gate, go no go, decision gate
- Related terms: Evidence standard, Assumption mapping, Riskiest assumption
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Problem-solution fit

- URL: https://exactterms.com/terms/problem-solution-fit
- Domain: Startup Validation
- Aliases: PSF, problem validation, solution validation
- Plain meaning: Tests whether a real customer segment has a painful problem and believes the proposed solution is worth trying.
- Prompt-ready phrase: Evaluate problem-solution fit by separating customer pain, current alternatives, proposed solution, and evidence quality.
- Matching triggers: startup idea, validate idea, idea validation, problem solution, market validation, founder idea, validation platform
- Related terms: Customer segment, Jobs to be done, Evidence standard
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Riskiest assumption

- URL: https://exactterms.com/terms/riskiest-assumption
- Domain: Startup Validation
- Aliases: leap-of-faith assumption, critical assumption
- Plain meaning: Names the belief that would kill the idea fastest if it turned out to be false.
- Prompt-ready phrase: Identify the riskiest assumption first, then design the smallest test that can disprove it.
- Matching triggers: riskiest assumption, biggest risk, what to test first, startup idea, validate idea, idea validator, uncertain idea
- Related terms: Hypothesis, Assumption mapping, Evidence standard
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Assumption mapping

- URL: https://exactterms.com/terms/assumption-mapping
- Domain: Startup Validation
- Aliases: assumption map, risk map, belief inventory
- Plain meaning: Sorts beliefs by importance and uncertainty so the next validation step is not arbitrary.
- Prompt-ready phrase: Create an assumption map that ranks beliefs by importance, uncertainty, evidence, and next test.
- Matching triggers: assumption, map assumptions, startup idea, idea validator, validation workflow, multiple stage, unknowns
- Related terms: Riskiest assumption, Hypothesis, Evidence standard
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Fake door test

- URL: https://exactterms.com/terms/fake-door-test
- Domain: Startup Validation
- Aliases: smoke test, painted door test, demand test
- Plain meaning: Measures real interest in an offer before building the full product.
- Prompt-ready phrase: Use a fake door test to measure demand before building: offer the feature, track intent, and disclose honestly when needed.
- Matching triggers: fake door, smoke test, test demand, idea validation, validate before building, landing page signup, startup idea
- Related terms: Problem-solution fit, Evidence standard, Value proposition
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Demand signal

- URL: https://exactterms.com/terms/demand-signal
- Domain: Startup Validation
- Aliases: market signal, evidence of demand, customer pull
- Plain meaning: Captures observable behavior that suggests people may actually want the product, not just say it sounds interesting.
- Prompt-ready phrase: Separate weak interest from demand signals: repeated pain, active workaround, budget owner, urgency, and willingness to take a next step.
- Matching triggers: demand signal, validate demand, market demand, customer pull, signal, proof before building, real interest, startup idea
- Related terms: Evidence standard, Fake door test, Willingness to pay
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Willingness to pay

- URL: https://exactterms.com/terms/willingness-to-pay
- Domain: Startup Validation
- Aliases: WTP, budget signal, price sensitivity
- Plain meaning: Tests whether the pain is strong enough that a real buyer would spend money, time, or political capital.
- Prompt-ready phrase: Test willingness to pay by asking about current spend, budget owner, urgency, alternatives, and the cost of doing nothing.
- Matching triggers: willingness to pay, budget, pay for it, pricing, buyer intent, validate demand, startup idea, market validation
- Related terms: Demand signal, Customer segment, Switching cost
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Concierge MVP

- URL: https://exactterms.com/terms/concierge-mvp
- Domain: Startup Validation
- Aliases: manual MVP, concierge test, service prototype
- Plain meaning: Delivers the value manually first so you can learn before investing in automation.
- Prompt-ready phrase: Validate with a concierge MVP: deliver the outcome manually, capture objections, and only automate repeated demand.
- Matching triggers: concierge mvp, manual mvp, validate before building, startup idea, prototype, mvp, do things manually
- Related terms: Problem-solution fit, Interview guide, Evidence standard
- Before/after examples: This term page includes a basic weak-prompt to exact-terms prompt example.

## Positioning

- URL: https://exactterms.com/terms/positioning
- Domain: Buyer Messaging
- Aliases: market position, how to explain
- Plain meaning: Places the product in a buyer's mind against alternatives.
- Prompt-ready phrase: Write positioning that names the category, target customer, core pain, alternative, and sharp difference.
- Matching triggers: landing page, explain product, what we are, category, vague offer, buyers do not trust, unclear offer
- Related terms: Category design, Value proposition, Messaging
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Value proposition

- URL: https://exactterms.com/terms/value-proposition
- Domain: Buyer Messaging
- Aliases: value prop, why it matters
- Plain meaning: States the outcome and why it matters to a specific person.
- Prompt-ready phrase: Turn this into a value proposition with audience, pain, promised outcome, and reason to believe.
- Matching triggers: benefit, why buy, pitch, landing, outcome, offer, buyer trust
- Related terms: Positioning, Proof point, Offer
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Message hierarchy

- URL: https://exactterms.com/terms/message-hierarchy
- Domain: Buyer Messaging
- Aliases: copy hierarchy, narrative order
- Plain meaning: Orders claims so the most important point lands first.
- Prompt-ready phrase: Create a message hierarchy from primary claim to proof points to objections.
- Matching triggers: copy, landing page, too wordy, what first, structure, vague, trust the offer, buyers do not trust
- Related terms: Headline, Proof point, Objection handling
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Objection handling

- URL: https://exactterms.com/terms/objection-handling
- Domain: Buyer Messaging
- Aliases: answer doubts, sales objections
- Plain meaning: Answers the reasons a user might hesitate.
- Prompt-ready phrase: List likely objections and write concise responses backed by proof, not hype.
- Matching triggers: concerns, trust, why not, skeptical, sales, buyers do not trust, objection
- Related terms: FAQ, Proof point, Risk reversal
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.

## Tone of voice

- URL: https://exactterms.com/terms/tone-of-voice
- Domain: Buyer Messaging
- Aliases: brand voice, writing style
- Plain meaning: Controls how the writing feels while keeping the message intact.
- Prompt-ready phrase: Rewrite with a clear tone of voice: direct, specific, calm, and credible.
- Matching triggers: sounds wrong, voice, tone, friendly, serious, premium
- Related terms: Style guide, Messaging, Editorial standard
- Before/after examples: This priority term page includes three concrete weak-prompt to exact-terms prompt examples.