Find the jobs customers hire your product to do

Learn why customers really buy your product by mining reviews, community threads, and your own customer conversations for the moment they went looking, what they tried first, and the words they use, then turn it into a jobs-to-be-done brief your marketing can use.

Key Takeaways

  1. A job to be done is the progress a customer is trying to make when they buy your product. It is found in what happened right before they went looking, what they tried first, and what they say they got, not in the features they say they like.
  2. You can do jobs-to-be-done research with AI by mining the places customers already describe their decision: reviews, community threads, job posts, sales call notes, and interview transcripts.
  3. Kite collects that evidence, pulls out each customer's trigger, pain, failed alternative, objection, and outcome, and keeps every quote word for word with its source and date.
  4. The result is a buyer brief that names your segments, the jobs each one hires you for, the events that start a search, and the exact phrases buyers use.
  5. Kite puts the brief to work in your landing pages, ads, and emails, and adds to it as new reviews, calls, and campaign results come in.
On this page

Why customers actually buy your product

Most companies know who buys from them but not why. They can name the industry, the company size, and the job title on the invoice. What they can't say is what was going wrong in that person's week that made them stop and search for something new. Without that answer, marketing falls back on describing features, and every competitor's homepage starts to sound the same.

The jobs-to-be-done framework fixes this by changing the question. Instead of asking what customers want, it asks what progress they are trying to make and what they "hire" your product to do. A project management tool might be hired to stop a founder from being the only person who knows where every project stands. A bookkeeping service might be hired so an owner can stop dreading tax season. Those jobs suggest very different headlines than "task boards" or "monthly reconciliation."

The classic way to find these jobs is to interview recent buyers and walk back through their decision: the moment something broke, the workaround they tried, the reason it failed, the worry that almost stopped them, and what changed after they bought. That method works, but it is slow, and most small teams never run enough interviews to see a pattern.

AI is well suited to this research because much of the evidence already exists in writing. Customers describe their decisions in reviews, forum threads, and community discussions. Your own sales calls and support conversations hold more. The hard part is reading all of it, separating what people did from what they merely think, and keeping their exact words intact. That is careful, repetitive reading, and an AI agent can do it across hundreds of sources.

Kite is an AI marketer. It researches your business, builds a growth strategy, and ships the work that brings you new customers. Finding the jobs customers hire your product to do is part of how it learns your business, and the brief it produces shapes the copy it writes for you afterward.

How Kite finds the jobs your customers hire you for

Kite starts with what it already knows about your company from its first research: your products, your positioning, your competitors, and the segments your own website speaks to. It then goes looking for evidence of real buying decisions in public reviews and community discussions, in job posts from companies that use products like yours, and in any customer conversations you share with it.

From each useful source, Kite pulls out the parts of the story that reveal the job. It ranks the themes that recur, groups them by segment, and writes a buyer brief in the language your customers use. You review the brief, and Kite saves it in your team's knowledge base, where every writing task reads it before drafting an ad, a landing page, or an email.

  1. Collect the places customers describe their decision
  2. Pull out the trigger, the struggle, and the outcome
  3. Rank the jobs and separate your segments
  4. Write the buyer brief and say what is still unknown
  5. Put the jobs to work in your marketing

Collect the places customers describe their decision

Jobs-to-be-done research is only as good as its sources, so Kite starts by finding the ones where buyers explain what they did. It searches the review sites and communities where your buyers write, reads the threads where people ask for recommendations in your category, and looks at job posts from customer companies, which often say plainly what problem a team was hired to solve.

Kite prefers sources that show an action over sources that only share an opinion. A review that says "we switched after our second missed payroll" tells Kite far more than one that says "great product, easy to use." It also prefers your own buyers over bystanders. When your own reviews are thin, a competitor's reviews help, because they show what the whole market expects and where the usual options let people down.

Your own conversations are the strongest evidence of all. You can upload interview notes, call transcripts, or a review export in the Kite web app. If you connect HubSpot, Kite can read the notes and calls already logged on your customer records. If you haven't run customer interviews yet, Kite can draft a discovery interview guide built around the questions that reveal a job.

Pull out the trigger, the struggle, and the outcome

A job shows up as a sequence, so Kite reads each source for the specific moments that make up a buying decision. For every review, thread, or transcript, it looks for six things:

  • The trigger. This is what happened right before the person went looking, such as a new hire, a lost client, a failed audit, or a month that went badly.
  • The cost of the problem. This covers what it cost them in hours, money, or risk, and what it cost them personally, such as their standing with a client or their sleep.
  • What they tried first. This names the spreadsheet, the agency, or the competitor they used before, and the reason it stopped working.
  • The objection. This is the worry that almost stopped them, such as price, trust, the effort of switching, or timing.
  • The outcome. This is what they say changed, in their own words, including any benefit they didn't expect.
  • The phrase worth keeping. This is a line that sounds like a headline because it came from someone describing their own week.

Kite keeps every quote exactly as it was written, with its source and date, and it never tidies a customer's words into marketing language. Each entry is labeled as a quote Kite read at the source, something your team supplied, or Kite's own reading of several sources. That keeps the evidence separate from the interpretation, so you can see which conclusions rest on many voices and which rest on one.

Rank the jobs and separate your segments

Once the evidence is collected, Kite decides which jobs matter most by weighing how often a theme appears against how strongly people say it. A complaint that shows up mildly in forty reviews earns a place in the brief. A rare phrase said with real force can matter just as much, because it may be the line that makes the next buyer stop scrolling. Kite tells you which kind each theme is.

Kite also checks whether you have one job or several. Different segments often hire the same product for different reasons. An agency owner and an in-house marketer might both buy a reporting tool, but the agency owner is trying to keep clients from leaving, while the in-house marketer is trying to prove their budget to a CFO. Kite also separates the person who pays from the person who uses the product when they are different people with different jobs. Each segment in the brief gets its own triggers, struggles, and language.

Write the buyer brief and say what is still unknown

The brief turns the research into something your marketing can use directly. For each segment, it states the job in plain terms, lists the triggers that start a search, describes what buyers tried before and why it failed, ranks the objections, and collects the phrases worth lifting into copy. It also describes what buyers currently believe about the usual way of solving the problem and what they need to believe to choose you.

Every brief ends with its gaps. Kite names the sections where the evidence is thin and suggests the cheapest next source for each, such as three sales calls, a support log, or a review export. When a section has no evidence, Kite marks it as unknown instead of filling it from general knowledge of your category.

Put the jobs to work in your marketing

Applying jobs-to-be-done to marketing means writing about the customer's progress instead of your features, and Kite does that in the work it ships. The brief lives in your team's knowledge base, and Kite's writers read it before drafting landing pages, ads, and emails. A headline can open on the trigger a buyer recognizes. An ad can name the alternative they already tried. A pricing page can answer the objection that came up most often.

As Kite runs campaigns, it learns which jobs and phrases actually move people. It records those results in the knowledge base alongside the brief, so the next round of copy starts from what worked. When new reviews or calls arrive, Kite can add them to the brief and adjust the ranking.

What you get

A customer voice page

It records the sources Kite read, the triggers, costs, failed alternatives, objections, and outcomes it found, and a bank of verbatim phrases grouped by the feeling behind them, each with its source.

A jobs-to-be-done buyer brief

It lists your segments, the job each one hires your product to do, the events that start a search, and the language buyers use, ready for anyone writing copy.

A list of gaps

It shows where the evidence is thin and the cheapest way to fill each gap.

A discovery interview guide

Kite drafts one when you want to talk to customers and get the missing evidence firsthand.

Copy that uses the brief

Kite applies the jobs and phrases to the landing pages, ads, and emails it writes for you.

How to get started

You can work with Kite in your browser or in Slack. Start with a plain request, such as "Find out why our customers actually buy from us" or "Write a jobs-to-be-done brief for our best customers."

Kite uses what it already learned about your business to propose which segments and competitors to research, then runs the research with its built-in web and company research. You don't need to connect anything for a first brief based on public evidence. To ground the brief in your own conversations, upload interview notes or call transcripts, or connect HubSpot so Kite can read the notes and calls on your customer records.

Kite sends you the brief to review. You can correct a segment, add something a customer told you directly, or ask Kite to dig further into one job. Once you approve it, Kite saves the brief to your knowledge base and uses it in the work that follows.

Integrations used to find the jobs customers hire you for

Most of this research runs on Kite's built-in research, which searches the web, reads review sites and community threads, and looks up companies without a separate account. Connect your CRM when you want Kite to read what customers have already told your team.

Common questions

What is the difference between jobs to be done and a buyer persona?

A buyer persona describes who the customer is, such as their role, company, and goals. A job to be done describes the progress they are trying to make and the situation that pushed them to buy. You need both. The persona tells you who to reach, and the job tells you what to say when you reach them. Kite builds both, and its ideal customer profile and buyer personas Coming soon work uses the jobs in this brief.

Can AI replace customer interviews for jobs-to-be-done research?

AI research can get you most of the way, but it can't fully replace talking to your own buyers. Public reviews and threads show real decisions in customers' own words, and they let Kite see patterns across hundreds of people faster than any interview program. Interviews add the details nobody writes in a review, such as who else was involved in the decision. Kite's brief tells you which jobs rest on strong public evidence and which need a conversation to confirm.

What if my company is too new to have reviews?

Kite researches the market around you instead. Reviews of competitors and of the tools buyers use today show the triggers and frustrations that send people looking, and community threads show how they describe the problem. The brief marks which findings come from your own customers and which come from the wider market. Early-stage companies often get the most value from this, because the brief helps them choose which segment to focus on first.

How do I write a job statement?

A useful job statement names the situation, the progress the person wants, and the outcome they expect. For example: "When a client asks why their numbers dropped, I want to show them what we're doing about it, so they don't start looking for another agency." Kite backs each job with the customer quotes it came from.

How often should I update my jobs-to-be-done research?

Update it whenever your market or your product changes in a way that could change why people buy, such as a new competitor, a pricing change, or a new segment. Kite can rerun the research on a schedule and fold in new reviews, calls, and campaign results, so the brief stays current without a full restart.

Questions this page answers

  • How do I find the jobs customers hire my product to do with AI?
  • Can an AI marketing agent find the jobs customers hire my product to do?
  • How do I do jobs-to-be-done research?
  • How do I apply the jobs-to-be-done framework to marketing?
  • Why do customers actually buy my product?
  • How do I write a jobs-to-be-done brief for my ideal customer?

Related integrations

About the author

Devon Wells leads product marketing at Kite, the AI marketer. He spent a decade marketing industrial AI, from self-driving trucks to computer vision, but now Kite handles most of the work itself.

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