Understand What Your Customers Ask With Prompt Discovery & Intent Mapping
AI discovery starts with questions, not keywords. We help you identify the exact prompts, sequences, and intent signals that drive comparison and purchase decisions — so your brand shows up where it actually matters.
Why Prompt Discovery Matters
Why AI Discovery Starts With Questions, Not Keywords
Why AI Discovery Starts With Questions, Not Keywords
Traditional search is structured around keywords and static queries. Conversational AI platforms operate differently. Users ask complete questions, refine their inputs through dialogue, and evaluate options across multiple prompts within a single interaction.
These prompt sequences provide a clearer view of user intent, particularly during research, comparison, and decision-making stages. Understanding how these questions are structured and how they evolve allows businesses to identify where AI systems influence outcomes and where commercial visibility can be established.
Traditional search is structured around keywords and static queries. Conversational AI platforms operate differently. Users ask complete questions, refine their inputs through dialogue, and evaluate options across multiple prompts within a single interaction.
These prompt sequences provide a clearer view of user intent, particularly during research, comparison, and decision-making stages. Understanding how these questions are structured and how they evolve allows businesses to identify where AI systems influence outcomes and where commercial visibility can be established.
Prompt Discovery Framework
What Prompt Discovery & Intent Mapping Includes
Prompt discovery focuses on identifying how users ask questions, evaluate options, and move toward decisions within conversational AI platforms. Flow analyzes prompt patterns and intent progression to determine where commercial visibility aligns with real decision-making moments.
Prompt Landscape Analysis
Prompt Landscape Analysis
Prompt Landscape Analysis
Identify the most common questions users ask when researching your category, including informational, comparison, and purchase-oriented prompts.
Identify the most common questions users ask when researching your category, including informational, comparison, and purchase-oriented prompts.
Identify the most common questions users ask when researching your category, including informational, comparison, and purchase-oriented prompts.
Conversational Intent Clustering
Conversational Intent Clustering
Conversational Intent Clustering
Group related prompts into structured intent clusters that reflect different stages of user evaluation and decision-making.
Group related prompts into structured intent clusters that reflect different stages of user evaluation and decision-making.
Group related prompts into structured intent clusters that reflect different stages of user evaluation and decision-making.
Prompt Opportunity Mapping
Prompt Opportunity Mapping
Prompt Opportunity Mapping
Determine where high-value prompts influence outcomes and where brand visibility can be strategically established.
Determine where high-value prompts influence outcomes and where brand visibility can be strategically established.
Determine where high-value prompts influence outcomes and where brand visibility can be strategically established.
AI Conversation Entry Points
AI Conversation Entry Points
AI Conversation Entry Points
Identify moments within AI-driven dialogue where products, alternatives, and recommendations are introduced during research and evaluation.
Identify moments within AI-driven dialogue where products, alternatives, and recommendations are introduced during research and evaluation.
Identify moments within AI-driven dialogue where products, alternatives, and recommendations are introduced during research and evaluation.
Prompt Demand Intelligence
Prompt Demand Intelligence
Prompt Demand Intelligence
Develop a structured dataset of prompts that define how users discover, compare, and select solutions within AI environments.
Develop a structured dataset of prompts that define how users discover, compare, and select solutions within AI environments.
Develop a structured dataset of prompts that define how users discover, compare, and select solutions within AI environments.
Exploration Questions
Exploration Questions
Exploration Questions
Users begin with broad questions to understand a category or identify potential solutions. These prompts establish context and define the scope of initial discovery.
Users begin with broad questions to understand a category or identify potential solutions. These prompts establish context and define the scope of initial discovery.
Users begin with broad questions to understand a category or identify potential solutions. These prompts establish context and define the scope of initial discovery.
Comparison Questions
Comparison Questions
Comparison Questions
As options narrow, users ask AI systems to compare alternatives. These prompts focus on differences in features, performance, pricing, or positioning to evaluate suitability.
As options narrow, users ask AI systems to compare alternatives. These prompts focus on differences in features, performance, pricing, or positioning to evaluate suitability.
As options narrow, users ask AI systems to compare alternatives. These prompts focus on differences in features, performance, pricing, or positioning to evaluate suitability.
Evaluation Questions
Evaluation Questions
Evaluation Questions
During evaluation, users seek deeper validation through questions about reliability, outcomes, use cases, and practical performance before making a decision.
During evaluation, users seek deeper validation through questions about reliability, outcomes, use cases, and practical performance before making a decision.
During evaluation, users seek deeper validation through questions about reliability, outcomes, use cases, and practical performance before making a decision.
Decision Questions
Decision Questions
Decision Questions
At the final stage, users ask targeted questions to confirm their choice or identify the best option among shortlisted alternatives, often involving recommendations or final comparisons.
At the final stage, users ask targeted questions to confirm their choice or identify the best option among shortlisted alternatives, often involving recommendations or final comparisons.
At the final stage, users ask targeted questions to confirm their choice or identify the best option among shortlisted alternatives, often involving recommendations or final comparisons.
Research Question Patterns
How User Questions Evolve Inside AI Conversations
How User Questions Evolve Inside AI Conversations
User intent within AI platforms develops progressively. Initial questions establish context, which then narrows into comparison, evaluation, and ultimately decision-oriented prompts as users refine their requirements.
Understanding how these question patterns evolve allows businesses to identify where commercial intent becomes actionable — and where visibility within AI-driven conversations has the greatest influence on outcomes.
User intent within AI platforms develops progressively. Initial questions establish context, which then narrows into comparison, evaluation, and ultimately decision-oriented prompts as users refine their requirements.
Understanding how these question patterns evolve allows businesses to identify where commercial intent becomes actionable — and where visibility within AI-driven conversations has the greatest influence on outcomes.
Start Preparing for AI Advertising Before the Channel Gets Competitive
Users are already asking AI what to choose, and decisions are happening inside these conversations. Flow helps you position your business and get ready to capture demand as AI advertising rolls out.
Start Preparing for AI Advertising Before the Channel Gets Competitive
Users are already asking AI what to choose, and decisions are happening inside these conversations. Flow helps you position your business and get ready to capture demand as AI advertising rolls out.
Start Preparing for AI Advertising Before the Channel Gets Competitive
Users are already asking AI what to choose, and decisions are happening inside these conversations. Flow helps you position your business and get ready to capture demand as AI advertising rolls out.
Prompt Discovery Methodology
How Flow Maps Prompt-Level Demand
How Flow Maps Prompt-Level Demand
Flow analyzes how users ask, refine, and sequence questions inside AI conversations to identify where commercial intent develops. These patterns are structured into a prompt-level demand model that shows where and how brands can align with real decision moments.
Flow analyzes how users ask, refine, and sequence questions inside AI conversations to identify where commercial intent develops. These patterns are structured into a prompt-level demand model that shows where and how brands can align with real decision moments.
AI Prompt Research
AI Prompt Research
Map how AI platforms interpret category-level questions and surface solutions during early-stage discovery.
Map how AI platforms interpret category-level questions and surface solutions during early-stage discovery.
Dialogue Pattern Analysis
Dialogue Pattern Analysis
Track how user questions evolve across multi-step conversations to identify shifts in intent and direction.
Track how user questions evolve across multi-step conversations to identify shifts in intent and direction.
Intent Transition Mapping
Intent Transition Mapping
Define how informational prompts progress into comparison, evaluation, and purchase-oriented queries.
Define how informational prompts progress into comparison, evaluation, and purchase-oriented queries.
Prompt Value Scoring
Prompt Value Scoring
Rank prompts based on commercial intent, influence on decisions, and relevance to acquisition outcomes.
Rank prompts based on commercial intent, influence on decisions, and relevance to acquisition outcomes.
Prompt Intelligence Library
Prompt Intelligence Library
Create a structured dataset of high-value prompts to guide positioning, messaging, and AI visibility strategy.
Create a structured dataset of high-value prompts to guide positioning, messaging, and AI visibility strategy.
Prompt Intelligence Advantage
What You Gain from Prompt Discovery
What You Gain from Prompt Discovery
Prompt discovery shows how customers actually evaluate options inside AI conversations — not through isolated searches, but through sequences of questions that shape decisions. By mapping these prompt patterns, you understand where intent forms, shifts, and becomes commercially actionable.
This gives your business a clear view of where to position itself within AI-driven discovery. Instead of reacting to outcomes, you align with the moments where decisions are influenced — improving visibility, strengthening positioning, and preparing for advertising inside AI platforms as the channel evolves.
Prompt discovery shows how customers actually evaluate options inside AI conversations — not through isolated searches, but through sequences of questions that shape decisions. By mapping these prompt patterns, you understand where intent forms, shifts, and becomes commercially actionable.
This gives your business a clear view of where to position itself within AI-driven discovery. Instead of reacting to outcomes, you align with the moments where decisions are influenced — improving visibility, strengthening positioning, and preparing for advertising inside AI platforms as the channel evolves.
Get Started with Prompt Discovery
Start Mapping Prompt-Level Demand for Your Category
Start Mapping Prompt-Level Demand for Your Category
If you want to understand how customers discover, compare, and choose solutions inside AI conversations, this is where it starts. Map high-intent prompts, identify decision-stage opportunities, and prepare your brand for visibility inside AI-driven discovery.
If you want to understand how customers discover, compare, and choose solutions inside AI conversations, this is where it starts. Map high-intent prompts, identify decision-stage opportunities, and prepare your brand for visibility inside AI-driven discovery.
Apply for AI Ads Readiness
Apply for AI Ads Readiness
Share key details about your business, acquisition model, and growth goals. We assess fit based on your category, demand profile, and readiness for AI-driven discovery, then respond with next steps.
Share key details about your business, acquisition model, and growth goals. We assess fit based on your category, demand profile, and readiness for AI-driven discovery, then respond with next steps.
Flow designs AI advertising infrastructure for conversational AI platforms such as ChatGPT and emerging large language model ecosystems.
Flow designs AI advertising infrastructure for conversational AI platforms such as ChatGPT and emerging large language model ecosystems.