How the content funnel differs for local services, B2B, e-commerce and healthcare

By: Irina Shvaya | October 20, 2026
This article is part of our GEO and AEO Guide: how AI search chooses sources, how to get cited, and how to budget for and choose help. Want to know where your own site stands? Request a free GEO audit.

The content funnel has the same three stages for every business, but what people search at each stage and what the final page looks like differ a lot. TOFU (top of funnel, Learn) is where people try to understand a problem. MOFU (middle of funnel, Compare) is where they weigh options and costs. BOFU (bottom of funnel, Decide) is where they pick a provider or product and act.

For a local service business, the BOFU page is a service or location page with a phone number and a booking or quote form. For a B2B company, it is often a spec sheet, cross-reference or quote request. For an e-commerce store, it is the product page. For a healthcare practice, it is a consultation or appointment page, and the content that leads to it carries extra accuracy and privacy duties.

This guide walks through each type, then shows four real stage splits from anonymized eSEOspace projects and explains why they came out so different.

Key Takeaways

  • Local service searches can turn BOFU quickly and often carry location and urgency words such as "near me" and "emergency."
  • B2B buyers often arrive late, with a part number or spec in hand, so BOFU pages such as sizing, cross-reference and ordering pages carry more weight.
  • In e-commerce, the product page is the BOFU page. Google says Merchant Center feeds and Business Profiles can help products and services appear in AI responses and other results.
  • Healthcare content is YMYL (Your Money or Your Life) in Google's rater guidelines and should be reviewed by a qualified professional before it is indexed.
  • Healthcare tracking and lawyer advertising have their own rules. This article describes them; it is not legal advice.
  • Stage splits vary widely by market. Three anonymized eSEOspace guides ranged from learn-heavy to BOFU-heavy, and none of those splits is "correct."

The four business types at a glance

Business typeTypical TOFU searchTypical MOFU searchThe BOFU page
Local serviceswhy is my AC blowing warm airAC repair vs replacement costService or location page with phone, quote or booking
B2Bwhat does a capacitor fuse dohow to size a capacitor bank fuseSpec sheet, cross-reference or quote request
E-commercewhat is heel-to-toe dropbest running shoes for flat feetProduct page with price, sizing and returns
Healthcaresigns of adult ADHDADHD medication options comparedConsultation or appointment page

The example queries are hypothetical illustrations. Classify your own list using how to tell which funnel stage a search belongs to.

Local service businesses

Plumbers, roofers, HVAC companies, cleaners and other local providers have short funnels. Someone whose water heater has failed may go from "why is there water under my water heater" to "plumber near me" within the hour. Many local searches are BOFU from the first word.

What each stage needs

  • TOFU: explainers on causes and warning signs, written by someone who sees the problem on jobs. Each one should end with a local next step.
  • MOFU: repair-vs-replace guides, cost pages with honest drivers and ranges, and "how to choose a contractor" checklists.
  • BOFU: one strong page per service and per real service area, with phone, form, hours, licensing details and reviews you are allowed to display.

The local trap

Learning articles attract readers from everywhere. A local company's explainer can draw many visits from people it could never serve. Judge TOFU pages on the local readers they send onward. Keep your Google Business Profile accurate too: Google's AI optimization guide says Business Profiles "can help your products and services to be visible in both AI responses and other Google Search results."

B2B companies

B2B funnels are longer and involve more people. An engineer may research a component, a manager may compare suppliers and a purchasing team may request the quote. Many technical buyers arrive late, already knowing the part or standard they need.

What each stage needs

  • TOFU: clear explanations of how a product type works and when it fails, aimed at the person who has to specify it.
  • MOFU: sizing guides, selection criteria, comparisons of technologies (not competitor bashing) and application notes.
  • BOFU: datasheets, cross-reference tables, ordering pages and a quote form that asks for what sales actually needs.

On an industrial fuse manufacturer's capacitor fuse guide, the split ended up 12 TOFU, 15 MOFU and 15 BOFU, because engineers arrive with a part number and need sizing, cross-reference and ordering pages. More B2B specifics are in GEO for B2B companies.

E-commerce stores

In e-commerce, the BOFU page is the product page, and category pages often act as late MOFU. Content earns its place by helping shoppers choose and by routing them to the right product.

What each stage needs

  • TOFU: explainers on terms and features shoppers don't understand yet, written from real product knowledge.
  • MOFU: buying guides, "X vs Y" comparisons of product types and fit or sizing guides that link to specific products.
  • BOFU: product pages with accurate price, availability, sizing, shipping and returns, plus category pages that filter well.

Rules that matter here

Google's AI optimization guide names Merchant Center feeds alongside Business Profiles as ways to help products appear in AI responses and other results. Google's guidance on generative AI content also notes that, under Merchant Center policy, AI-generated product titles and descriptions must be labeled as AI-generated. Comparative claims and "was" prices fall under FTC guidance; describe what you sell accurately and get legal advice for specific claims. More is in GEO for e-commerce stores.

Healthcare practices

Healthcare content has the most rules and the highest stakes. Patients often research for a long time, compare treatments and costs, and check insurance before they book.

What each stage needs

  • TOFU: accurate explanations of conditions and symptoms, reviewed by a qualified clinician.
  • MOFU: diagnosis routes, treatment and medication options compared fairly, costs and insurance, telehealth vs in-person.
  • BOFU: consultation and appointment pages, provider pages with real credentials, and clear next steps.

YMYL and expert review

Google's rater guidelines define YMYL topics as those that "could significantly impact the health, financial stability, or safety of people." Google's helpful-content guidance says YMYL content "must be highly accurate and consistent with established expert consensus." In practice, that means sourced research files, an independent fact-check and practitioner review before pages are indexed. That workflow is covered in expert review before indexing.

Tracking caution

Healthcare sites have HIPAA-related rules on the use of online tracking technologies, and the Department of Health and Human Services (HHS) has issued guidance on them. Part of HHS's guidance was vacated by a federal court in June 2024. Because the status can change, confirm the current position with your counsel before adding analytics, ad tags or other tracking to forms and booking pages. This is not legal advice.

More healthcare specifics are in GEO for healthcare websites.

Law firms, financial advisors and insurance agencies follow the same three stages, but their marketing has professional rules. For lawyers, the ABA's Model Rule 7.1 says "A lawyer shall not make a false or misleading communication about the lawyer or the lawyer's services." These are model rules: each state adopts its own version. Check your state bar's rules and ask an attorney before publishing results, comparisons or specialist claims. This article is not legal advice.

Four real splits, and why they differ

These are anonymized examples from eSEOspace projects: three guides we built and one legacy blog as we found it before planning. They show structure, not results.

Client (anonymized)GuideArticlesStage split
A New York City psychiatry practiceAdult ADHD guide for one state113 (grew from 85 at launch)27 learn / 64 compare / 22 act
An industrial fuse manufacturerCapacitor fuse guide for engineers42 (grew from 19 in a second round)12 TOFU / 15 MOFU / 15 BOFU
A church bookkeeping firmChurch bookkeeping guide hub27 new guides added to an existing hub13 learn / 8 compare / 6 decide
An ABA therapy center (before)Legacy blog21 posts14 TOFU / 5 MOFU / 2 BOFU
  • The psychiatry guide is compare-heavy because patients compare diagnosis routes, medications, costs and insurance before booking.
  • The fuse guide is BOFU-heavy because engineers arrive late with a part number and need sizing, cross-reference and ordering pages.
  • The church bookkeeping guide is learn-heavy because volunteers and treasurers start from "what is required."
  • The applied behavior analysis (ABA) center's blog is the "before" picture: it shows the gap that planning by stage is meant to close, not a target.

The lesson is that the right split comes from the questions your buyers actually ask. Sizing a plan from those questions is covered in how many articles per funnel stage.

What stays the same across every business type

  • Every article answers one question and links to the next stage.
  • Every article supports one money page, and you check that page before writing so the article doesn't compete with it.
  • Facts come from first-party sources, with dates on anything that changes.
  • Calls to action fit the stage: a next read or self-test on TOFU pages, a form, phone number or booking on BOFU pages.
  • Leads are tracked as GA4 key events so you can see which stages contribute.

Playbooks by industry

Each of these goes deeper on one kind of business: what people ask at each stage, what the decision page should be, and the rules that limit what you can claim. Read the one that fits: medical practices, behavioral health and ABA providers, law firms, home services and contractors, B2B manufacturers and distributors, firms serving nonprofits and churches and e-commerce stores.

Conclusion

Local, B2B, e-commerce and healthcare funnels share three stages but differ in how fast people move, what they search and what the final page must do. Local funnels turn BOFU fast, B2B buyers arrive late with specs, e-commerce ends on the product page, and healthcare needs reviewed, accurate content and careful tracking. A funnel is a planning tool; anyone promising a fixed number of leads from a number of articles is selling something they can't deliver. The full method is in our guide to TOFU, MOFU and BOFU content strategy, and our content marketing services start from customer-journey topic mapping for your market. More guides are in our GEO and AEO Guide.

Frequently asked questions

Which business type needs the most BOFU content?

Businesses whose buyers arrive knowing what they want, such as B2B suppliers with part numbers or local services with urgent jobs. Their searches skew late, so service, product and quote pages matter most.

Does a SaaS company follow the B2B pattern?

Mostly. SaaS buyers compare features, integrations and pricing, and often try a product before buying. The SaaS version of the funnel is covered in an existing guide on building a scalable content funnel for SaaS SEO.

Can healthcare practices publish content without a doctor's review?

They can, but it is risky. Google says YMYL content must be highly accurate and consistent with expert consensus. Keeping pages out of the index until a qualified practitioner has reviewed them is the safer workflow.

Do e-commerce stores need TOFU content at all?

Only where shoppers have real questions before choosing. A store selling technical products often benefits from explainers and fit guides. A store selling simple products may do better improving product and category pages first.

Are the example stage splits targets I should copy?

No. They are examples of structure from different markets. Your split should come from your own gap analysis and the questions your buyers ask.

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