Yotpo Discover

Yotpo’s current Discover pricing page (checked October 13, 2026) describes custom pricing and directs buyers to contact the company. Its FAQ says scope depends on catalog breadth, markets, languages, and optimization goals, rather than a fixed order-volume tier. The product page currently displays a vendor-reported 35k+ commerce-brand scale signal, while the pricing page presents agency options such as referral, managed services, white label, multi-tenant dashboards, and agency-preferred pricing. These are commercial positioning signals, not a public quota or rate card.

This means the commercial terms are not comparable to a $29 or $99 prompt-monitoring subscription without a quote. Request a proposal that states implementation fees, seats, brands, catalogs, markets, prompt volume, engine coverage, data retention, exports, API rights, support, and cancellation terms.

Do not infer that Yotpo’s broader product pricing applies to Discover. Similarly, do not treat Yotpo Reviews, Loyalty, SMS, or other product reviews as proof of the AI visibility module’s effectiveness.

Evidence snapshot

Fresh 2026-10-13 checks: the official Discover and pricing pages show custom pricing, the three-agent workflow, and a vendor-reported 35k+ commerce-brand scale signal; Yotpo’s developer documentation now specifies Discover MCP at https://api.yotpo.com/discover/v3/mcp with Streamable HTTP and OAuth 2.0 login/approval, scoped to the authenticated store. An independent Idukki analysis discusses SKU/category/persona monitoring and raises disclosure questions around activation workflows. These additions corroborate current integration scope and evidence boundaries; they do not establish efficacy, quotas, adoption, or revenue causation.

Source	Public signal	What it supports	Confidence
Yotpo Discover product page	Checked October 13, 2026: displays vendor-reported 35k+ commerce brands, names product/category/region tracking, Onsite, Content, and Activation agents, ChatGPT, Gemini, Claude, and on-site assistants; current hero metrics show vendor-reported +16% #1 product placements and +20% awareness-stage shopper visibility	Product existence, stated workflow, and named coverage; hero metrics are vendor-selected claims and do not independently prove ranking or revenue outcomes	High for official claims; low for outcomes
Yotpo Discover pricing	Checked October 13, 2026: custom pricing; FAQ says scope depends on catalog size, markets, languages, and optimization goals; lists three optimization agents, page-by-page recommendations, publisher briefs, customer activation, market tracking, Discover MCP for Claude, and agency white-label/multi-tenant options; shows vendor-reported +62% #1 product placements and +33% awareness-stage visibility for customer stories	Current commercial model and stated included workflow; customer percentages are vendor-selected case-study claims, not independent benchmarks	High for displayed facts; low for outcomes
Yotpo agency AI visibility page	Checked October 2, 2026: describes client workspaces, product/category/region views, ChatGPT, Gemini, Google AI Mode, BigCommerce, and agency portfolio workflows	Agency positioning and additional stated workflow details	High for official claims; not independent efficacy evidence
Yotpo’s Aetrex case study	Checked October 2, 2026: vendor reports +17% awareness-stage shopper visibility, +62% #1 product placements, +24% owned AI citation share, and first citation in under 48 hours	Example of vendor-selected deployment evidence and reported measurement framing	Low for independent efficacy
Yotpo’s Pair Eyewear case study	Linked from the current Discover pricing page; pricing page displays a vendor-reported +33% awareness-stage visibility result	Additional vendor-selected outcome example; methodology and independent replication are not disclosed on the pricing page	Low
AEO Engine’s comparison	Updated July 20, 2026 by a competing AEO vendor: describes Discover as early access, ecommerce-only, gated at $10M+ annual GMV, with no published price	Independent market signal for access and pricing opacity; does not validate Discover’s product quality or outcomes	Directional / competitor-authored
G2 Yotpo reviews	Checked October 2, 2026: 4.3/5 from 265 reviews; listing covers broader Yotpo Reviews/Loyalty product family	General Yotpo workflow feedback, not Discover-specific AI proof	Low for Discover
Capterra Yotpo listing	The checked URL returned a Capterra 404 page in the prior evidence pass, so no current product rating, review count, or review themes were used from it	Evidence boundary: this URL is not a usable current Yotpo review source; do not carry forward older Capterra figures without a verified canonical listing	High for the observed 404; no product-feedback evidence
AICiteKit research pass	No attributable public Discover review sample with transparent method located	Evidence scarcity is itself a buying consideration	Medium

Recurring positive themes

The Discover-specific independent sample is too limited to claim a consensus. From the official positioning and broader Yotpo context, plausible workflow strengths to test are:

• Commerce context is closer to merchandising questions than a generic brand tracker.
• Existing Yotpo customers may have a shorter path to connecting reviews or user-generated content.
• Product-level answer inspection can expose stale facts that a brand-only visibility score hides.

The live G2 listing for the broader Yotpo product family (checked October 13, 2026) shows 4.3/5 from 265 reviews. Its product summary describes ecommerce integrations, review and loyalty workflows, and AI automation, but the sample is not Discover-specific. These signals support implementation and usability hypotheses for the broader platform only; they do not validate Discover’s AI-ranking or citation accuracy.

These are evaluation hypotheses, not verified user consensus.

Recurring concerns and tradeoffs

• Public pricing and limits are not transparent for Discover.
• Broader Yotpo reviews should not be applied to the AI visibility feature without a clear evidence boundary.
• Vendor case studies can report impressive outcomes but are vendor-selected evidence.
• Buyers cannot assume recommendation visibility becomes attributable revenue.

How much should buyers trust the evidence?

Trust the official page for the existence and stated positioning of Discover. Trust the Aetrex story only as an example of a vendor-selected implementation. Treat broader Yotpo reviews as evidence about other Yotpo workflows, not as proof that Discover changes AI recommendations. The product-specific evidence remains early and should be validated with a trial, pilot, or written demonstration.

AICiteKit interpretation

Yotpo Discover is interesting because it treats AI Shopping as a product-data and merchandising problem. Its evidence is currently stronger for the existence of the workflow than for an independently demonstrated business outcome. The purchase decision should depend on whether the team can inspect raw answers, source relationships, and reproducible retests—not on an aggregate AI visibility or revenue claim.

What to verify during a trial or sales process

1. Ask for a fixed sample of products, prompts, engines, markets, and timestamps.
2. Confirm whether the result is a captured answer, an inferred score, or a third-party dataset.
3. Inspect one stale-price, one missing-attribute, and one competitor-recommendation example.
4. Request the exact Discover connector, API, export, retention, and refresh terms.
5. Compare product-level findings with feed health, analytics referrals, orders, and CRM data.
6. Run one controlled product-content change and retest the unchanged prompt panel.

Review evidence sources

• Yotpo Discover — official product and positioning claims, checked October 2, 2026.

• Yotpo Discover pricing — current custom-pricing page, included workflow signals, agency model, and vendor-selected customer results, checked October 2, 2026.

• Aetrex case study — vendor-selected Discover implementation evidence, checked October 2, 2026.

• Pair Eyewear case study — vendor-selected Discover implementation evidence linked from current pricing, checked October 2, 2026.

• G2 Yotpo reviews — broader independent review surface showing 4.3/5 from 265 reviews; explicitly outside the Discover evidence boundary, checked October 2, 2026.

• Capterra Yotpo URL check — the previously checked URL returned a Capterra 404 page; no rating or review themes are treated as current Discover evidence.

• Yotpo Discover — official product page; current engine/agent positioning and $10M+ initial-release threshold, checked October 2, 2026.

• Yotpo agency AI visibility platform — official agency positioning, agent, engine, and commerce-stack claims, checked October 2, 2026.

• Yotpo Discover pricing — official Discover pricing page; custom pricing, agency options, included workflow signals, and vendor-reported case-study percentages, checked October 2, 2026.

• Aetrex AI Visibility case study — vendor-selected customer evidence, checked October 2, 2026.

• Pair Eyewear AI Visibility case study — vendor-selected customer evidence linked from the current pricing page, checked October 2, 2026.

• AEO Engine vs Yotpo Discover — competitor-authored comparison updated July 20, 2026; used only as directional evidence for early-access status, GMV gate, and pricing opacity.

• G2 Yotpo reviews — broader independent review surface showing 4.3/5 from 265 reviews; not treated as Discover-specific evidence, checked October 2, 2026.

• Capterra Yotpo reviews — retained only as a prior source reference; the current evidence pass did not use a Capterra rating for Discover.

• Google Product structured data documentation — technical context for product facts, checked September 25, 2026.