Guide · Practitioner
Use Cases Pages That Get Recommended
A use-case page earns recommendations when it names one job, shows exactly how your product does it, proves it with customer evidence, and says who it's not for. Buyers increasingly ask engines for a tool for a specific job. Google says unique, experience-based content will likely matter more for generative AI search than any other tactic, and that pages for every query variation can violate its scaled content abuse policy (Google).
Facts are from Google Search Central, accessed 30 Oct 2026. Recommendations marked "our view" are interpretation.
On this page
- What is a use-case page?
- Why do engines need them?
- What should a use-case page include?
- How do you choose use cases?
- How do you write the workflow?
- How do you add proof?
- Why state limits?
- What's a worked example?
- How do you avoid scaled thin pages?
- How do you measure success?
- How should use-case pages link?
- Who should write them?
- How often should you update them?
- Which pitfalls should you watch for?
- How do use-case pages differ by buyer stage?
- How do you name use-case pages?
- What role does video play?
- Checklist
- From MentionX data: why recommendation and problem prompts need use-case pages
- Worked example: Ledgerline builds a use-case page for multi-entity finance teams
- How do you research a use case?
- How do you structure the page?
- How much product detail should you include?
- How do you show proof without invented numbers?
- How do use-case pages differ from industry pages?
- How do you get the page cited?
- How do you prioritise which use cases to write?
- How do you keep use-case pages accurate?
- How do you write for different buyer roles?
- Common questions
- Related
- Sources
Checked on 31 October 2026. "Our view" marks MentionX opinion. Ledgerline is a fictional company used for illustration.
What is a use-case page?
Our view: a page that answers "Can this product do my job?" for one audience. It differs from a feature page (what the product has) and an industry page (who buys it).
| Page type | Answers | Example |
|---|---|---|
| Feature | What does it do? | "Approval workflows" |
| Industry | Is it for my sector? | "For construction" |
| Use case | Can it do my job? | "Approving subcontractor invoices on site" |
Why do engines need them?
Our view: prompts like "software to approve subcontractor invoices from a phone" combine a job, a context and a constraint. Generic feature pages rarely state all three. Google describes its AI features fetching related "fan-out" queries for sub-topics (Google), so a page covering the job's steps and constraints has more to match.
What should a use-case page include?
| Section | Content |
|---|---|
| Opening answer | "Acme lets site managers approve subcontractor invoices from a phone in under a minute." |
| Who it's for | Role, company size, region |
| The job before | Current pain, in the buyer's words |
| The workflow | Numbered steps with screenshots |
| Features used | Linked to feature pages |
| Proof | Named customer quote or case study, with permission |
| Limits | What it doesn't do, and alternatives |
| Pricing note | Which plan includes it, dated |
How do you choose use cases?
- List jobs from sales wins and onboarding notes.
- Keep jobs where customers succeed repeatedly.
- Drop jobs where you're weak; don't claim them.
- Merge jobs that share the same workflow.
How do you write the workflow?
Our view: write steps a buyer could follow in a trial. Use real interface labels, show screenshots you took, and state times or numbers only if measured. Google's helpful content guide values first-hand experience and explaining how content was created (Google).
How do you add proof?
- Customer quotes with name, role and company, used with permission
- Measured results labelled with source and date
- Links to full case studies
Never invent quotes or results. Google calls fabricated information deceptive (Google).
Why state limits?
Our view: "Not for firms needing multi-currency approvals; see our partner X" sounds counterintuitive but helps engines and buyers match you correctly and reduces bad-fit leads.
What's a worked example?
Fictional example: a field-service app creates "Scheduling emergency plumbing call-outs".
- Opening answer names the job and the outcome.
- Six-step workflow from call to dispatch with screenshots.
- Quote from a named plumbing business owner.
- Limits: no fleet GPS tracking; integrates with a named tracker instead.
- Pricing: on Pro, as of Oct 2026.
How do you avoid scaled thin pages?
Google warns that separate content for every variation of how people search, made primarily to manipulate rankings, violates its scaled content abuse policy (Google). Our view: if two use-case pages would share 80% of their text, merge them.
How do you measure success?
- Monthly prompts: "best tool for [job]", "how to [job] with software"
- Whether engines name you and describe the job correctly
- Demo requests from the page
How should use-case pages link?
| Link to | Why |
|---|---|
| Feature pages used | Depth |
| Case study | Proof |
| Pricing | Plan fit |
| Help article | Setup |
| Industry page | Context |
Who should write them?
Our view: product marketers with input from solutions engineers and customers. Have a customer-facing team member check the workflow is how customers actually work.
How often should you update them?
Review when the workflow or interface changes, and at least twice a year. Update screenshots, plan names and prices with an as-of date.
Which pitfalls should you watch for?
- Listing every feature instead of the workflow
- Generic stock images instead of real screenshots
- Claiming outcomes without sources
- Copying the same page across industries with a new noun
How do use-case pages differ by buyer stage?
Our view: early-stage readers want to know whether a category of software can do the job at all, so explain the approach in plain terms before naming features. Decision-stage readers want proof that your product does it better for their situation, so put customer evidence and limits near the top for them. One page can serve both if the opening answer is short and the proof follows straight after.
How do you name use-case pages?
Use the buyer's own words for the job, taken from sales notes or support tickets, rather than internal product names. "Approve subcontractor invoices on site" is clearer to a buyer and to an engine than "Mobile Approvals Module". Keep URLs short and descriptive, and avoid changing them once published so links and citations keep working.
What role does video play?
A short screen recording of the workflow can show the job faster than text. Google says its generative AI features can bring in relevant images and video (Google). Our view: embed the video, but keep every step in text too, so readers who can't watch and systems that read text both get the full workflow.
Checklist
- One job, one audience
- Direct opening answer
- Real workflow with screenshots
- Permissioned customer proof
- Limits stated
- Plan and dated price
From MentionX data: why recommendation and problem prompts need use-case pages
Method. Read-only aggregate queries over MentionX scans from 22 August to 29 October 2026 (UTC): 2,217 engine runs (2,154 completed) across 18 anonymised projects and six engines.
In the MentionX sample, brands are mentioned far less often in recommendation, best-of and problem prompts than in brand or comparison prompts:
| Intent | Brand mentioned | Share of voice |
|---|---|---|
| Brand-specific | 100% | 64.3 |
| Comparison | 91.9% | 44.6 |
| Recommendation | 29.2% | 26.8 |
| Best-of | 26.6% | 22.7 |
| Problem | 5.7% | 7.7 |
Articles and homepages are cited most often; most other page types are cited much less:
| Cited URL type | Share of 9,750 citations |
|---|---|
| Blog or article | 19.6% |
| Homepage | 10.0% |
| Review page | 2.7% |
| Docs | 2.6% |
| Pricing | 1.9% |
| Wikipedia | 1.6% |
Our view: use-case pages target exactly the prompts where brands are mentioned least. Written like clear articles, with workflows and limits, they give engines a reason to connect your product to a buyer's problem.
Limits. A convenience sample of mostly B2B software projects, run through engine APIs, which can behave differently from the consumer apps. Perplexity, Copilot and DeepSeek figures come from a single day (26 October 2026), so treat them as a snapshot, not a trend.
Worked example: Ledgerline builds a use-case page for multi-entity finance teams
Ledgerline is a fictional accounts-payable tool. Figures are illustrative.
Ledgerline's site describes features but never says who they're for. AI answers to "best AP tool for companies with several subsidiaries" don't mention it.
The product marketing team writes a page for finance teams that manage invoices across several legal entities. It opens with a two-sentence answer: what Ledgerline does for this team and what problem it solves. It walks through the workflow step by step, from receiving invoices to approval and payment in each entity. It includes a quote from a fictional customer, a short list of required integrations and a section on limits, such as currencies not yet supported. The page links to the docs for each step.
How do you research a use case?
Talk to customers who already use the product for that job. Ask what they were trying to do, what they used before, what nearly stopped them buying and how the product fits their workflow now. Read sales notes and support tickets for the same segment. The words customers use are often the words buyers type into prompts.
How do you structure the page?
Start with a direct answer that names the buyer and the job. Then describe the problem in the buyer's terms, the workflow with your product, the proof, the limits and the next step. Use question headings so each section answers something a buyer might ask. Add a short FAQ for common objections.
How much product detail should you include?
Enough to show how the product does the job, without turning the page into documentation. Name the features involved and link to docs for detail. Use one or two screenshots with clear alt text. Avoid listing every feature; include only those relevant to the use case.
How do you show proof without invented numbers?
Use real customer quotes, case studies and published results, with permission. If you don't have measured results, describe what customers do differently, rather than inventing percentages. Link to public reviews where they support the point.
How do use-case pages differ from industry pages?
Industry pages describe how a product serves a sector, such as healthcare or retail. Use-case pages describe a job, such as approving invoices across entities, which may apply across sectors. Both can be useful. Link them where they overlap, but avoid creating pages that only swap the industry name.
How do you get the page cited?
Link to it from relevant guides, docs and comparison pages. Mention it in partner listings and integration pages where relevant. Share it with sales so they use it in conversations. Check whether answers to your target prompts cite it after a few weeks.
How do you prioritise which use cases to write?
List the jobs your best customers hire the product for. Score each by deal volume, prompt demand and how well the product fits. Start with the use cases that score well on all three. Our view: a few strong pages that sales and support actually use are more valuable than a long list nobody maintains.
How do you keep use-case pages accurate?
Assign an owner for each page, usually in product marketing. Review pages after major releases and at least twice a year. Update workflows, screenshots and limits as the product changes. Remove pages for use cases you no longer support, and redirect them to the closest relevant page.
How do you write for different buyer roles?
A finance director and an AP clerk care about different things. Write the opening for the main decision-maker, then add short sections for other roles, such as what changes for the team doing the work. Keep each role's section focused on their questions.
Common questions
How many use-case pages should we have? As many as there are real, distinct jobs your product does well; quality matters more than count.
Should we target competitors' use cases? Only where your product genuinely fits; state limits honestly.
Can one page cover several use cases? Usually it's better to give each distinct job its own page.
Related
- Integration pages and AI visibility
- Case studies AI engines cite
Sources
All accessed 30 Oct 2026.
Questions
What is a use-case page?
A page explaining how a product solves one specific job for one type of buyer, such as 'invoice approvals for construction firms', with the workflow, features used and evidence.
Why do use-case pages matter for AI engines?
Buyers ask engines 'best tool for [job]'. A page that clearly states the job, who it suits and how it works gives engines a direct match. No engine publishes this as a rule.
How many use-case pages should I create?
One for each genuinely different job you serve well. Google warns that near-duplicate pages for every query variation can be scaled content abuse.