Is Yelp Bad for Small Businesses? The Case Against Yelp Ads and Billing

Takeaway Notes (TLDR)

There is nothing Yelp can do for your business that is unavailable to you on the same open web.

Yelp republishes:

• your business name,
• your location,
• your contact information,
• your services and customer-generated reputation

inside a platform it controls, then sells access to the visibility around that information.

With a business-owned website and basic search-engine optimization, you can often build pages that compete with or outrank Yelp's page for your own business name and services.

You can learn the fundamentals yourself: publish accurate, useful information, use the language customers actually search for, earn legitimate mentions and links, and keep your site technically accessible. The goal is not to beat Yelp everywhere overnight. It is to stop treating Yelp's page as the only place customers can find you and build a result you own instead.

Think about this:

Using basic SEO on the open web with your information, Yelp gatekeeps a page built from your information to convince you you need them when they need you.

They do the same thing you can do:

Use the open web to get found. That's what Yelp did, one step ahead of you, to make you think you need a service you may not really need.

What You Are About to Read:

Research updated October 4, 2026. This is a decision guide for business owners and a source record for readers checking the evidence. Counts and product terms can change; the dates and links below matter. The cover art is satire, not evidence that Yelp sells reviews or changes ratings for advertisers.

Should a Small Business Use Yelp? The Executive Answer

Keep the free page accurate if customers use it, but do not pay Yelp by default. For most small businesses, Yelp is a bad bargain: it controls the public page, controls which reviews count, places competing businesses around your listing, and then sells you protection from part of the environment it controls. Paid Yelp products should be treated as suspect unless a short, capped test proves otherwise.

That is not just a matter of taste. Yelp's 2026 Business Terms acknowledge that its recommendation software “may sometimes suppress legitimate reviews or fail to detect illegitimate reviews.” Yelp's support documentation says not-recommended reviews do not count toward the displayed star rating. Its terms prohibit business owners from asking customers for Yelp reviews and say buying ads does not influence recommendation decisions. A business can pay Yelp and still have real customer praise excluded from the score customers see. That is a fundamentally one-sided arrangement.

The commercial relationship is even more troubling. Yelp says closing a business account generally does not remove the page. Its 2025 annual filing describes ads placed on other businesses' pages, paid removal of competitor ads from a purchaser's page, enhanced display of the purchaser's logo, and advertising revenue equal to 95% of total revenue. Yelp controls the setting in which a business appears, fills that setting with competing offers, and sells businesses more control over the exposure. Calling that an exploitative business model is a reasonable conclusion from Yelp's own documents.

Yelp Ads are not necessarily worthless. A randomized restaurant advertising experiment found increased consumer actions for treated restaurants. Nor did litigation establish the strongest legal version of the corruption claim: the Ninth Circuit rejected extortion claims, and a reported FTC investigation ended without enforcement action. Those facts limit the legal claim; they do not make Yelp's business practices fair.

The practical answer is straightforward: unless a particular campaign produces independently verified gross profit, do not fund Yelp's leverage over your business. Preserve cash and build marketing channels you control or can measure yourself.

Key Findings

1. Real reviews can be excluded. Yelp admits its system can suppress legitimate reviews; Yelp also says many excluded reviews come from real customers it knows too little about. 2026 Business Terms.
2. The star rating uses a selected subset. Not-recommended reviews do not count toward the overall rating or review count. Yelp support.
3. Buying ads does not buy review control. Yelp's contract expressly disclaims any influence of paid products on its recommendation software. Yelp Business Terms.
4. The page can outlast the account. Closing a business account generally does not remove its business page. Yelp support.
5. Yelp bars businesses from asking customers for reviews. The prohibition appears in its Business Terms. Yelp Business Terms.
6. Yelp sells competitor-ad removal and prominent logo display. Both products appear in its annual filing. Yelp 2025 Form 10-K.
7. Ads dominate Yelp revenue. Advertising supplied 95% of 2025 revenue; customer-success staff work on retention and increased advertiser spending. Yelp 2025 Form 10-K.
8. A Yelp inquiry need not be exclusive. Consumers can send a quote request to additional businesses for competing quotes. Yelp support.
9. The complaint record is substantial. The FTC hosts Yelp complaint releases; the BBB listed 1,625 three-year complaints when checked October 4, 2026. That is not a population-wide failure rate, but it is more than enough reason for a small business to demand unusually strong billing controls.
10. Some ads work; that does not redeem the model. A randomized field experiment found gains in measured restaurant outcomes, while the Ninth Circuit dismissed the pleaded extortion theories.

What Is Proven, and What Is Alleged?

Claim	Evidence status	Best evidence
Yelp can suppress a legitimate review	Documented Yelp admission	2026 Business Terms
Not-recommended reviews count toward the displayed rating	False: they do not count	Yelp support
Buying Yelp Ads changes review filtering	Not established; Yelp denies it	2026 Business Terms; academic analysis
A business can simply delete its Yelp page	Generally false	Yelp support
Yelp sells competitor-ad removal	Documented product	2025 Form 10-K
Yelp Ads never work	False as a general claim	Randomized restaurant experiment
Merchants complain about billing and sales	Documented complaint pattern; individual accounts remain allegations	BBB; FTC archive
Yelp was legally proved to extort advertisers	False	Levitt v. Yelp
Existing reviews can change recommendation status	Documented	Yelp transparency report; longitudinal study

The categories used throughout this report are platform mechanic (Yelp describes how a feature works), corporate incentive (Yelp reports how it earns money), complaint pattern (people repeatedly report an issue), and individual allegation (a particular person's contested account). A complaint pattern warrants scrutiny. It cannot, by itself, establish a causal scheme.

Terms a Business Owner Should Know

Term	Working definition
Yelp business page	Yelp's public listing about a business, which can remain after the owner closes a business account. Yelp
Recommended review	A review Yelp's automated software currently includes in the ordinary rating calculation. Yelp
Not-recommended review	A review accessible separately but excluded from the displayed overall rating and count. Its status may change later. Yelp
Yelp Ads	Sponsored placement sold largely through a cost-per-click auction; ads can appear in search, on related business pages, and elsewhere. 2025 Form 10-K
Business-page upgrade / Enhanced Profile	Paid page features, including products that prevent ads for other businesses from appearing on the purchaser's page. Enhanced Profile is described as a multi-location product. 2025 Form 10-K
Average daily budget / monthly maximum	The daily figure is an average; spending can vary by day, while Yelp says the selected monthly maximum limits campaign spend. Yelp billing explanation, Spanish-language support
Billing threshold	Accrued ad spend that triggers a card charge before the normal billing date. Yelp support
Promotional credit	An offer-specific offset against eligible charges. Its amount, conditions and end date must be checked in the particular offer; this report does not assume a universal Yelp credit rule.
Request a Quote	A consumer inquiry that the consumer may also send to additional businesses. Yelp support

Does Yelp Hide Legitimate Reviews?

Yes. A genuine review can be placed in “Not Recommended” and excluded from the public rating. Yelp's 2026 Business Terms acknowledge the suppression mechanism. Whether or not advertising changes that decision, the result is the same for the owner: Yelp decides which customer experiences count in the score customers see.

Yelp says reviews by less established users can be excluded and explicitly acknowledges that many are real reviews from real customers (2023 archive). The filter therefore assesses more than whether a transaction happened. Yelp's 2025 Trust & Safety release says its software weighs quality, reliability and user activity. Of roughly 22 million reviews contributed in 2025, Yelp reported 70% recommended, 17% not recommended, 11% removed by Yelp and 2% removed by reviewers. Those are platform-wide categories for reviews contributed in that year, not an error rate and not evidence that 30% were legitimate.

A peer-reviewed study by David Kamerer found reviewer characteristics strongly predicted filtering in its sample: occasional, socially isolated reviewers were filtered more often than prolific, connected reviewers. That does not reveal Yelp's proprietary rules or prove any specific review was wrongly excluded. It does explain why a real customer's limited Yelp history can matter to a business's visible score.

Can Yelp Change a Review's Status Later?

Yes. Yelp says recommendations can change as its software learns more about a reviewer or business. A longitudinal research study followed more than two million unique reviews across more than 10,000 businesses and found reclassification in up to 8% of reviews across an eight-year period. It documented a business moving from 3.5 to 4.5 stars without a new review. This is an observed example, not a prediction of typical rating volatility. Yelp's transparency report independently describes status changes.

Can a Business Ask Customers for Yelp Reviews?

Yelp's current Business Terms say no. They prohibit a business-account user from soliciting or asking customers for reviews. Yelp's policy aims to limit biased or pressured reviewing, but the consequence is important: a business cannot answer an unexpectedly low Yelp rating by directing verified customers to leave Yelp reviews. A business may still collect customer feedback and build reputation through channels with different rules. Yelp 2026 Business Terms.

Does Advertising Affect Review Filtering?

The available evidence does not prove that buying ads changes review filtering. Yelp explicitly says ads and paid features do not influence its recommendation software. An academic analysis of Yelp review fraud and filtering found no filtering difference associated with advertiser status after controlling for observed characteristics; its authors also said they did not know the algorithm's internals. That answers one narrow allegation. It does not answer the broader criticism that Yelp profits from making businesses dependent on a system they cannot control. Yelp Business Terms.

The practical result cuts both ways: do not buy ads hoping Yelp will restore reviews. Yelp says it cannot be purchased, and a campaign's return must be judged on actual customers and profit.

What Does a Reported Review-Filtering Case Show?

CBS Chicago reported in December 2018 (2025 archive) that AutoHaus owner Gary Kinsler was paying about $1,200 monthly for Yelp advertising while 115 reviews appeared in the not-recommended section, many of them positive. Verified by the report: the owner described both the spend and excluded reviews. Owner's concern: paying for visibility while customer praise did not count in the prominent score. Yelp's explanation: genuine reviews can be excluded when the system has too little information about their writers. This case does not show that paying or declining to pay caused filtering. It shows that payment does not solve the reputation-control problem.

Can a Business Remove Its Yelp Page?

Generally, closing the business account will not remove the listing. Yelp says an owner may unclaim a page and close the account, but it generally does not remove business pages (2022 archive). Yelp allows users to contribute business information, so a business's public Yelp presence is not necessarily initiated by its owner. The Ninth Circuit's 2014 opinion likewise described businesses as unable to opt out of being listed at that time.

Do not confuse this with every possible correction or removal request. Closed businesses, duplicates, privacy issues or legal grounds may call for a different process. The point is that ending a paid relationship does not automatically end the public page.

Can Yelp Put Competitor Ads on My Page and Charge to Remove Them?

Yes. Yelp's own filing describes paid page-control products. Yelp's 2025 Form 10-K says Yelp Ads can run on pages of businesses in the same or related categories. The filing describes an Upgrade Package with removal of competitor ads from the purchaser's page and an Enhanced Profile product, for multi-location businesses, that prevents other businesses' ads on that page. The same filing says Logo places the purchaser's logo prominently at the top of its Yelp page and in search results.

The economic interpretation is direct: Yelp controls the commercial presentation around a business, inserts competitors into that presentation, and then charges for removing some of them. “Price gouging” is a fair description when the price is high, the exposure is difficult to escape, and the business is paying to reduce a problem created by the platform itself. A free page may still be useful, but this is not a customer-friendly advertising relationship.

Does Yelp Charge Businesses to Display Their Logo?

Yelp sells enhanced logo placement as a business-page product. Its SEC filing establishes the feature, but it does not establish a current universal standalone price. A 2019 Yelp announcement priced Business Highlights and Portfolio at $2 per day each at that time; that is not a current Logo price. Preserve a dated dashboard screenshot and written quote before accepting any specific price.

Are Yelp Ads Worth It?

They can work for some businesses, but impressions, clicks and Yelp-reported leads cannot establish profitability. Yelp's 2025 filing describes a mostly cost-per-click auction and sponsored results. A randomized field experiment involving 18,294 restaurants found advertising increased measured purchase-intention outcomes by roughly 7–19%, depending on outcome, and customer reviews by about 5%. Those are not measured profit increases. The results concern restaurants in the study, not every service trade or geography.

Yelp says paid results typically appear before unpaid results. Its CPC explanation says click prices are dynamically set by an auction and a signup estimate can differ from the actual cost. That makes a forecast useful for planning, but the campaign's real invoices and closed jobs must decide whether the purchase was worthwhile.

For an individual advertiser, compute total Yelp charges ÷ new paying customers attributable to Yelp. Then compare that acquisition cost with the gross profit from those customers. Include ad spend, page upgrades, staff time, promotional-credit effects and refunds. Ask whether the same money would perform better in direct referrals, a useful website, local search, or another tracked channel. A small positive test can justify a limited campaign; a salesperson's traffic projection cannot.

Are Yelp Leads Exclusive?

Not necessarily. Yelp's Request a Quote documentation says the consumer may choose to send the request to additional businesses for competing quotes. This does not mean every inquiry is shared. It does mean an advertiser must not price each inquiry as an exclusive lead. Track whether it was a real prospect, whether competitors also quoted, whether an appointment happened, and whether the job closed.

How Does Yelp Measure Clicks and Leads?

Yelp's annual filing says its automated auction primarily prices ads on a cost-per-click basis and describes Yelp's own attribution products. This is normal for an ad platform, but it makes independent measurement necessary. Record tagged website visits, unique phone calls where practical, forms, appointments, jobs and gross profit. Compare Yelp's reports with your own records. A click is an action on an ad, not a customer or sale.

How Does Yelp Advertising Billing Work?

Treat the selected monthly maximum and every active paid product as the real exposure. Confirm the actual amount shown in your account because promotional credits and page upgrades can have separate conditions.

Is a Yelp Daily Budget a Hard Daily Spending Limit?

No. Yelp describes an average daily budget that can fluctuate by day; it says campaign spend will not exceed the chosen monthly maximum. The average daily figure is therefore not a hard per-day cap. Yelp's Spanish-language billing explanation states these mechanics directly.

Can Yelp Charge a Card More Than Once Per Month?

Yelp says its billing thresholds can trigger card charges before the regular billing date, so more than one charge may appear during a billing period. Multiple transactions alone do not show an overcharge. Reconcile each transaction against dated invoices, threshold events, credit use and the selected monthly maximum.

What Happens When a Yelp Promotional Credit Runs Out?

The answer depends on the particular written offer and campaign settings. We found recurring merchant allegations of surprise charges after an introductory credit, but did not verify one universal, current Yelp promotional-credit rule. Do not assume a credit makes the whole campaign free or that ads stop when it expires. Obtain the offer terms and ask Yelp to identify the first date and maximum amount that can reach your card.

Before activating a promotion, save written answers to these questions:

• What is the credit amount, what charges can it offset, and when does it expire?
• What is the maximum monthly ad spend, and are page upgrades billed separately?
• When does paid billing begin, and does the campaign continue automatically after credit is used?
• What is the largest amount my card can be charged in this billing cycle?
• How exactly do I cancel every paid product, and what confirmation will I receive?

This checklist responds to a complaint pattern, not a finding that Yelp has systematically misrepresented credits. The BBB complaint record and Trustpilot merchant reviews contain allegations about promotional offers and billing. Their details should be assessed against the actual contract, invoices and campaign record in each case.

What Complaints Do Small Businesses Make About Yelp?

Recurring subjects include billing, sales communication, cancellation, advertising value and review visibility. These complaints are not random noise: they describe the predictable points where a platform-controlled sales relationship harms small businesses. They do not prove every individual account, but the pattern is serious enough to justify a blunt recommendation: do not give Yelp access to an uncapped budget or assume its sales promises protect you.

The FTC's Yelp FOIA collection provides complaint releases labeled 2008–2014, 2021, 2023 and 2025. At our October 4, 2026 check, the BBB displayed 1,625 Yelp complaints in its rolling three-year window, including 288 billing and 220 sales and advertising complaints. The Trustpilot page for business.yelp.com showed 1.2/5 from 124 reviews, 98% one-star. Trustpilot warns that Yelp had not invited reviews and that this self-selected group might not represent all customers. None of these figures is a population rate of bad experiences.

Method: We inspected the publicly displayed aggregate totals and categories, not a random sample of all advertisers or a coded dataset of complaint texts. Counts are a dated snapshot and can change. We did not convert allegations into verified incidents or infer a company-wide fraud rate.

What Do Historical Sales Investigations Establish?

The East Bay Express investigation in 2009 reported interviews with merchants who alleged that sales pitches connected advertising and review presentation. A follow-up included additional owners willing to speak on the record. CBS reported similar merchant allegations and the litigation in 2010. Yelp denied manipulating reviews for advertising. These reports document what owners told journalists at the time; they do not prove current review-for-advertising manipulation.

The corporate incentive is separately documented. Yelp's 2025 annual filing says its Local Sales team seeks new advertisers through direct engagement and its customer-success team works on account retention and increasing advertiser spend. That is an ordinary sales objective, but it means a merchant should treat an upsell as a sales offer and require measurable value. We found no verified institutional quota figure or authenticated sales script suitable for a factual claim here.

What Have Courts and the FTC Said About Yelp?

The strongest extortion allegations have not been legally established. The court and regulatory records limit what either side can honestly claim.

What Have Courts Ruled About Yelp?

In Levitt v. Yelp (2014), the Ninth Circuit affirmed dismissal of business owners' extortion and unfair-competition claims. It reasoned that, even assuming review manipulation occurred, the pleaded facts did not make out the specific extortion theory; allegations that Yelp itself wrote negative reviews were also insufficient. The decision is a significant victory for Yelp. It is not a factual finding that manipulation never occurred. The court also said its ruling did not foreclose every possible adequately pleaded cause of action.

What Has the FTC Said About Yelp?

Contemporary reporting on the FTC's inquiry says the agency closed its investigation without enforcement action. This does not establish a violation, and regulatory non-action does not certify an ad purchase as wise. The FTC's later FOIA complaint releases show that complaints continued to be received and released; again, complaints are not agency findings.

Yelp's 2026 Business Terms also provide for individual arbitration of many covered U.S. and Canadian business disputes, with specified exceptions and legal limits. The terms restrict class or representative proceedings in covered matters. That is a contract term to review before buying, not a prediction that every provision would be enforceable in every dispute.

Yelp says advertisers and non-advertisers receive the same recommendation treatment. Its current Business Terms state this contractually. The academic analysis finding no advertiser filtering bias and the restaurant advertising experiment showing positive effects deserve to sit beside the critical evidence. The protection-first conclusion survives because it concerns control, exposure and verified return for a particular business, not a universal claim of illegality.

Chronology of the Evidence

When	What the record documents
2008–2014	Complaint records later released in the FTC Yelp FOIA collection.
2009	East Bay Express published merchant allegations about reviews and advertising; Yelp denied the central claim.
2010	CBS reported lawsuits and business-owner allegations.
2013–2014	Academic filtering analysis found no advertiser filtering difference in its model; Levitt rejected pleaded extortion claims in 2014.
2015	Los Angeles Times reported the FTC closed an inquiry without action.
2018	CBS Chicago documented an advertiser's excluded-review complaint.
2022–2023	Longitudinal review research measured reclassification; a randomized restaurant experiment measured advertising benefits.
2025–2026	2025 Form 10-K, 2025 Trust & Safety figures, and 2026 Business Terms provide the current primary-source baseline.
October 4, 2026	Dated BBB and Trustpilot aggregate snapshot above.

The sequence documents persistence of controversy and evolving products. It does not show that a complaint caused a policy or that an allegation was true.

If You Already Advertise With Yelp

Audit the agreement and the outcome before renewing or increasing spend. Save invoices, active campaign settings, the selected monthly maximum, every page upgrade, credit terms, sales communications and cancellation instructions. Match charges to billing periods and threshold events. Track calls and forms to actual jobs and gross profit. If the campaign fails a defined profit test, cancel paid products through the method Yelp specifies for your account, and retain written confirmation. Yelp billing guidance; Yelp account-closing guidance.

If you have a free page but do not advertise, check hours, address, phone and service descriptions; respond professionally to reviews; monitor the page; and follow Yelp's no-solicitation rule. Do not assume closing a business account deletes the page. Keep your own record of customer feedback rather than letting any single platform define the whole reputation of the business.

What Should a Business Use Instead of Depending on Yelp?

Build assets you own and channels you can measure. Start with a business-controlled domain and useful website, correct contact details, a customer list or CRM obtained with appropriate consent, direct referrals, repeat-customer relationships and a simple record of where closed jobs came from. A Google Business Profile or another directory may help customers find you, but it is also a third-party platform with its own rules. Paid search can be useful when attribution and gross profit justify it. The goal is diversified discovery and measurable return, not a guarantee that any substitute is risk-free.

For practical next steps, see our guides to building a first business website, setting up a Google Business Profile, checking who owns a business domain and its accounts, and reviewing another website subscription before paying.

Final Verdict: Should a Legitimate Small Business Pay Yelp?

Usually no. Yelp's model is too extractive and too dependent on business owners accepting terms they cannot meaningfully control. Yelp can be a useful discovery channel, and controlled research shows its ads can improve some restaurant outcomes. But Yelp's own contract confirms that real reviews can be filtered and that advertising cannot change that; its filing confirms the page-control products and advertising incentive; its billing documents require close attention to monthly exposure; and years of complaints show why small businesses should be wary. Yelp Business Terms; 2025 Form 10-K; BBB complaint record.

A small business does not need a criminal judgment against Yelp before deciding that Yelp's practices are exploitative, its pricing is not worth the risk, and its platform is a poor place to surrender control of reputation, advertising spend and customer acquisition. The burden is on a paid Yelp campaign to produce customers and gross profit the business can verify.

Source Record and Maintenance Notes

The links attached to claims above are the operative citations. This bibliography describes what each source can establish. Live points to the source itself; archive appears only where a specific existing capture was verified. Government, court, SEC and DOI links are retained as stable primary references. No archive URL has been invented for a page whose capture we could not verify.

Yelp Primary Sources

• 2026 Terms of Service and Business Terms — Yelp, effective January 1, 2026. Contractual admission about legitimate-review suppression, solicitation prohibition, paid-product separation and dispute terms. Live.
• Not-recommended reviews and star rating — Yelp Support, accessed October 4, 2026. Exclusion from public rating and count. Live · Archive, 2024.
• Why a review is not recommended — Yelp Support, accessed October 4, 2026. Real customers can be excluded for limited Yelp history. Live · Archive, 2023.
• Closing a business account — Yelp Support, accessed October 4, 2026. The underlying page generally remains. Live · Archive, 2022.
• 2025 Trust & Safety Report — Yelp, 2026. Approximately 22 million contributed reviews and recommendation categories for 2025. Live.
• 2025 DSA Transparency Report — Yelp. Recommendation status can change; non-recommended reviews are excluded from the rating. Live.
• Yelp budget and billing explanations — Yelp Support, accessed October 4, 2026. Average daily versus monthly maximum (Spanish-language page), billing cycles, thresholds and multiple transactions. Budget · Billing · Rollover.
• Request a Quote — Yelp Support, accessed October 4, 2026. A consumer can request competing quotes. Live.
• Business-page upgrades — Yelp, 2019. Historical $2-per-day pricing for Business Highlights and Portfolio; it does not prove current Logo pricing. Live.

SEC and Corporate Filings

• Yelp Inc. 2025 Form 10-K — U.S. Securities and Exchange Commission, filed 2026. Advertising share of revenue, CPC auction, competitor-ad removal, Logo, Local Sales and customer-success objectives. SEC filing.

Government Records and Court Decisions

• Yelp complaint releases — Federal Trade Commission FOIA library, releases labeled 2008–2014, 2021, 2023 and 2025. Proof of complaints received and released, not proof of their merits. FTC collection.
• Levitt v. Yelp, No. 11-17676 — U.S. Court of Appeals for the Ninth Circuit, September 2, 2014. Dismissal of pleaded extortion and unfair-competition theories. Court PDF.

Academic Research

• Understanding the Yelp Review Filter — David Kamerer, First Monday, 2014. Reviewer activity predicted filtering in its studied sample. Journal / DOI.
• Reviews in Motion — Ryan Amos, Roland Maio and Prateek Mittal, 2022 preprint. Longitudinal review reclassification and rating-change example. arXiv / DOI.
• Which Firms Gain from Digital Advertising? — Weijia Dai, Hyunjin Kim and Michael Luca, NBER working paper, 2023. Randomized restaurant advertising effects on consumer actions; not a profit study. NBER / DOI.
• Fake It Till You Make It: Reputation, Competition, and Yelp Review Fraud — Michael Luca and Georgios Zervas, 2013 author-hosted working paper. No statistically significant advertiser-filtering interaction in the observed model; the authors could not inspect Yelp's algorithm. Boston University author PDF.

Investigative Journalism

• Yelp and the Business of Extortion 2.0 — East Bay Express, February 2009. Merchant allegations and Yelp's response; allegations are not findings. Live.
• Yelp Extortion Allegations Stack Up — East Bay Express, March 2009. Further named merchant accounts. Live.
• Yelp Accused of Pressure Tactics — CBS News, 2010. Reporting on lawsuits and merchant allegations. Live.
• Yelp Hiding Legitimate Reviews, Local Businesses Claim — CBS Chicago, December 2018. AutoHaus advertiser case and Yelp response. Live · Archive, 2025.
• FTC ends Yelp inquiry — Los Angeles Times, January 2015. Contemporary report of closure without enforcement. Live.

Consumer and Merchant Complaint Databases

• Yelp Inc. complaints — Better Business Bureau, snapshot October 4, 2026. Rolling totals and complaint categories; no adjudication of every allegation. Live.
• Yelp for Business reviews — Trustpilot, snapshot October 4, 2026. Self-selected merchant review score and distribution, with Trustpilot's representativeness caveat. Live.

Individual Testimony

Individual Reddit and former-employee accounts supplied with the draft were reviewed as leads, but are not used here to establish systemic facts. Their details and terms were not independently corroborated enough to carry a contested factual claim. The CBS AutoHaus case is the principal attributed merchant case study because it includes reporting and Yelp's explanation.

Maintenance: Recheck Yelp terms, support wording and product descriptions before updating a policy statement; recheck the annual filing for the advertising percentage; date every BBB or Trustpilot count; and record the exact written promotional offer before quoting its mechanics or price. This guide's archived support links document historical captures, not a guarantee that the old text matches today's policy.