AI Engine/Intelligence/Customer Research

Intelligence 01

Customer Research

Know every person who can say no.

Strong B2B customer research turns an ideal customer profile (ICP) from a firmographic description into a buying system made of real people. It captures what each person hopes to gain, fears losing, trusts, questions, and needs to believe before the group can reach yes.

Illustrative buying groupOne decision
CHAMPION Can build the case Needs personal confidence ECONOMIC BUYER Can fund the change Needs a credible return END USER Must live with it Needs a better daily reality RISK GATE Can stop the process Needs the unknowns resolved THE DECISION Can the group reach yes?
The decisionCan the group reach yes?
ChampionCan build the case

Needs personal confidence.

Economic buyerCan fund the change

Needs a credible return.

End userMust live with it

Needs a better daily reality.

Risk gateCan stop the process

Needs the unknowns resolved.

The roles change by company and purchase. Map every person who can materially change the outcome.

From Label To Empathy

An ICP becomes useful when it feels like a real person.

Industry, company size, title, and budget help locate a market. They do not explain how someone experiences a problem or which message will resonate. That requires a deeper picture of the person's world.

Fears, hopes, pressures, identity, interests, trusted voices, and exact language all matter. Not every detail belongs in the copy. The details build the empathy required to make the copy accurate.

The B2B Reality

The customer is often a group of people with different definitions of safety.

A single buyer persona can hide the real decision. The person who wants the product may not control the budget. The person who controls the budget may not use it. Security, legal, procurement, or another operator may be able to stop the purchase without ever appearing in the campaign brief.

Person
Wants
Fears
May stop when
Champion
Visible progress on an important problem.
Spending political capital on the wrong answer.
The case is too difficult to defend internally.
Economic buyer
A credible return and controlled commitment.
Wasted budget or a result that never materializes.
The value does not justify the cost or disruption.
End user
A noticeably better way to complete the work.
More complexity, training, or loss of control.
Adoption feels worse than the current process.
Risk gate
A safe, defensible change with the unknowns resolved.
Security, legal, financial, or operational exposure.
Evidence, access, terms, or ownership remain unclear.

These roles are illustrative. The actual map may include an executive sponsor, technical evaluator, procurement lead, department owner, or several end-user groups.

Candid Feedback

Choose the method most likely to produce the truth.

No research format is always best. The right method is the one that reduces social pressure, exposes actual behavior, and gives people enough safety to disagree with the company.

Trust already existsOne-to-one conversation

Probe past the polite first answer and ask for concrete moments, choices, and consequences.

They may fear offending youAnonymous response

Remove the social cost of saying the product, message, or idea is weak.

Memory may be unreliableObserved behavior

Compare what people say with what they actually click, ignore, repeat, or abandon.

The message is uncertainBlind concept test

Show the work before explaining it. Their unaided reaction is the useful evidence.

The buying process is unclearRetrospective deal interview

Reconstruct the sequence, stakeholders, doubts, alternatives, and moment the decision changed.

AI can organize the evidence. It cannot invent empathy.

Use it to transcribe, retrieve exact language, compare reactions, and surface patterns. Any fear, hope, motive, or veto condition that has not been observed remains a hypothesis until a real person supports it.

Current Tools

Tools should shorten the distance to honest feedback.

The stack depends on the missing layer. Some teams need better access to hard-to-reach people. Others need a research memory, a repeatable customer panel, or a way to test messaging with a precise B2B audience.

01
DovetailResearch memory
Best when interviews, calls, surveys, and feedback need one searchable repository with evidence attached to the source.
AI summaries and clustering still require human review. A repository cannot repair weak recruiting or leading questions.
02
User InterviewsB2B recruitment
Best when the right professional participants cannot be reached through the company's own customers, CRM, or network.
Participant quality depends on the screener. Recruiting fees and participant incentives are separate considerations.
03
WynterB2B message testing
Best for showing a page or message to a defined B2B audience and learning what feels clear, relevant, valuable, or generic.
A message test shows how the work lands. It does not replace the buyer context needed to understand why.
04
Great QuestionContinuous customer access
Best when a team wants to recruit from its own customer base, manage participants, schedule studies, and keep research moving.
The value depends on customer access, consent, governance, and a team willing to keep talking to people.

Default approach: start with direct access to customers and the company's existing call tools. Add software only where recruiting, organization, or repeated testing is slowing the feedback loop.

Examples Worth Studying

Three companies that let customer evidence change the work.

The useful pattern is not the tool each company selected. It is the decision to put an internal belief in front of real people and allow the response to redirect the product or message.

Founder-authored account

Superhuman

Rahul Vohra described segmenting feedback around the users who would be most disappointed without Superhuman, then building a detailed picture of the high-expectation customer the company could serve best.

Principle: learn most deeply from the people receiving the strongest value, then use their language to sharpen the focus.

Read the source
Company-authored account

Intercom

Intercom reported conducting 45 customer calls and closely studying 15 of them to identify four jobs customers hired the product to perform. Those jobs helped reshape its products and go-to-market story.

Principle: motivations can connect buyers that firmographic labels divide.

Read the source
Provider-published case study

Appcues

Wynter reports that Appcues tested key pages with product managers and marketers in its target audience, then used their direct reactions to revise the messaging and design.

Principle: real audience reactions expose confusion that an internal review can easily miss.

Read the source

The Working Loop

Put the ICP back in front of people.

An ICP profile is a living hypothesis. It becomes more accurate when messages, ideas, offers, and products repeatedly meet the people they are intended to move.

Tool sources: Dovetail product information, User Interviews pricing and audience details, Wynter Research Playbook, and Great Question product information.

Example sources: Rahul Vohra's Superhuman account, Intercom's Jobs-to-be-Done account, and Wynter's Appcues case study.

Sources and tool information reviewed Q3 2026. Tool fit should be rechecked before procurement.

Intelligence 01

The ICP is never finished.

Keep putting the work in front of real people. The quality of the message will follow the quality of the empathy behind it.