The 7 Best Alternatives to LLMrefs for E-commerce Brands in 2026
Seven ways to track retail buyer questions, product accuracy and shopping exposure when keyword lists are not enough
AI Peekaboo fits e-commerce brands that write their own buyer questions and want preserved answers, returned source URLs, API reporting and evidence-linked briefs.
Peec AI fits marketing teams that want daily prompt monitoring, source analysis, brand perception checks and a product catalog upload for SKU-level shopping views.
Scrunch AI fits brands that want prompt monitoring tied to site audits, Agent Traffic and product-level shopping views, with API and AXP on Enterprise.
Profound fits large retailers running an ongoing answer-engine program, with Agent Analytics, Prompt Volumes research and Enterprise ChatGPT Shopping on a custom quote.
Goodie combines monitoring, MCP and attribution features on Core; SKU-level visibility is Pro, while detailed Agents & Crawlers Analytics is Enterprise.
Botify fits large retail sites with crawling, rendering or product-feed work, adding AI visibility analysis to technical activation on a quoted engagement.
Athena HQ fits growth teams on Shopify or Webflow that want monitoring joined to content recommendations, with CSV exports and credit-based metering.
The best LLMrefs alternative for an e-commerce brand is AI Peekaboo when you want to write each commercial buyer question yourself and keep every answer with its returned source URLs. This guide covers AI visibility and Generative Engine Optimization (GEO) workflows only. LLMrefs starts from keywords and generates conversational prompts, which suits teams with keyword lists but leaves you less control over retail wording. Compare each option on how it handles exact questions, product-level versus brand-level reporting, shopping exposure and technical site access. Mentions and cited URLs describe answers. They do not show what caused a recommendation or a sale.
Tools at a glance
About LLMrefsKeyword-led AI rankings and citation reporting
Keyword-led monitoring that generates conversational prompts
Brand rankings, share of voice and citations by keyword and engine
Source URL visibility
Weekly reports, CSV export and API access
Multiple projects and team members
AI Peekaboo
Buyer-question monitoring with API reporting and evidence-linked actions
Take a merchandiser who types the question a shopper would ask, such as the best mattress under a set budget. AI Peekaboo runs that exact wording on a schedule and keeps each answer with the source URLs returned.
That solves the keyword fan-out problem you face with LLMrefs: you decide the retail wording instead of accepting generated prompts. Competitor mentions, sentiment and share of voice sit in the same tracked cohort.
I would choose AI Peekaboo for a category review built around what shoppers asked and what assistants answered. Preserved wording and exact returned URLs give your merchandising and content teams a concrete record to discuss before assigning the next task.
| Feature | Configurable monitoring From $29/mo |
|---|---|
| Pricing basis | Brands, prompts, platforms and cadence |
| Team members | Unlimited |
| REST API and Looker Studio | Included on paid subscriptions |
| White-label delivery | From $100/mo |
| Client share links | From $100/mo |
- Preserved answers with exact returned source URLs
- Read/write REST API and Looker Studio on paid subscriptions
- Evidence-linked recommendations and Markdown content briefs
- Client share links and white-label need a $100 monthly list price
- Cadence is one subscription-wide setting, not per brand
- Content briefs are briefing outputs, not full article drafts
Peec AI
AI search analytics, brand perception and shopping visibility
If your question is whether assistants describe your products accurately, Peec AI gives you brand perception and fact-checking workflows beside daily prompt monitoring, positions and sentiment.
Its AI Shopping feature takes a product catalog upload and shows SKU-level views, though you should confirm which package includes it before budgeting. Brand Starter caps you at 50 prompts and one project.
Pick it for answer-level diagnostics across products and brand. Skip it if you need many projects on one plan.
| Feature | Starter, brands €70/mo billed annually |
|---|---|
| Brand Starter prompts | 50 |
| Included platforms | Choose 3 |
| Brand Starter projects | 1 |
| Agency Essential | €175/mo billed annually |
| Enterprise API | Custom package |
- Daily prompt monitoring with positions, sentiment and share of voice
- Source domain, URL and citation-share analysis
- Recommended actions for owned and earned sources
- Brand Starter has 50 prompts, one project and three selected platforms
- Additional platforms carry separate costs
- Looker Studio sits on the Advanced brand plan and API on Enterprise
Scrunch AI
AI monitoring with site optimization and agent-facing pages
Scrunch AI suits a retailer whose question is how agents actually reach the site. Agent Traffic reports AI website visits, and site optimization and audits sit next to prompt monitoring and citation analysis.
Agent Pages (AXP) serve content to agents but belong to Enterprise, along with API access. Product-level shopping views depend on the package you choose.
Choose it when site access and answer visibility belong in one conversation. Core limits you to one brand workspace.
| Feature | Core $250/mo |
|---|---|
| Unique prompts | 125 |
| Monthly responses | 5,000 |
| Brand workspaces | 1 |
| Core AI platforms | 4 |
| API / AXP | Enterprise |
- Agent Traffic for AI website visits
- Site optimization and audits with citation analysis
- Five user licenses on Core
- Core has 125 unique prompts and one brand workspace
- Core includes four supported platforms
- API, AXP and expanded engine coverage are Enterprise
Profound
Enterprise answer-engine analytics and AI marketing workflows
Profound is built for retail organizations with dedicated AEO, content and PR staff. Answer Engine Insights cover citations, sentiment and competitor views, and Prompt Volumes adds research on what buyers ask.
Agent Analytics covers bot and AI-referral traffic, and Enterprise includes ChatGPT Shopping and API. Brand pricing is a custom quote after a seven-day trial.
The trial uses 50 recommended prompts you cannot customize, with no API or exports. Pick it for a funded program, not a quick test.
| Feature | Enterprise Custom quote |
|---|---|
| Brand Enterprise | Custom |
| Brand evaluation | 7-day free trial |
| Trial prompts | 50, recommended set |
| Trial API / exports | Not included |
- Answer Engine Insights with citations, sentiment and competitor views
- Agent Analytics and Prompt Volumes research
- Enterprise ChatGPT Shopping and API
- Brand pricing is a custom quote
- Trial prompts cannot be customized and have no exports
- Agency client-workspace add-ons carry separate fees
Goodie
Answer monitoring, optimization actions and agentic commerce
Goodie is a commerce-minded option where the price tier decides your product scope. Core includes MCP access plus traffic and revenue attribution features alongside visibility monitoring and deep citation analysis.
SKU-level agentic commerce visibility starts on Pro at $999 monthly. Detailed Agents & Crawlers Analytics and API access are Enterprise-only, so Core is not the place to expect them.
Choose it if product-level visibility justifies the Pro jump. Core covers one brand, 120 prompts and five seats.
| Feature | Core $399/mo |
|---|---|
| Prompts | 120 |
| Brands | 1 |
| Seats | 5 |
| SKU-level commerce | Pro from $999/mo |
| Agency / multi-brand | Enterprise |
| Detailed agent/crawler analytics | Enterprise |
- MCP and traffic and revenue attribution features on Core
- SKU-level commerce visibility on Pro
- Prompt research and content optimization actions
- Core has 120 prompts, one brand and five seats
- Detailed Agents & Crawlers Analytics and API are Enterprise-only
- Agency and multi-brand scope is Enterprise
Botify
Technical infrastructure and product data for AI discovery
Botify answers a different problem: your catalogue is large and AI systems may not see it cleanly. It pairs technical AI readiness and search analysis with AI visibility analysis.
It renders and delivers content for AI agents and enriches and delivers product feeds to Google and OpenAI, with MCP access to data and agents.
Expect a quoted engagement with real deployment work on site infrastructure and feeds. Choose it for crawling and feed problems, not a light prompt tracker.
| Feature | Enterprise platform Custom quote |
|---|---|
| Platform scope | Quoted per engagement |
| Focus | AI readiness, visibility and activation |
| Product feeds | AI-oriented enrichment and delivery |
- Product-feed enrichment and delivery to Google and OpenAI
- Rendering and delivery of content for AI agents
- AI visibility analysis alongside content optimization and activation
- Price and service level require a quote
- Technical deployment is a material part of the work
- Implementation touches website infrastructure and product feeds
Athena HQ
AI visibility, content optimization and enterprise claim review
Athena HQ suits a team whose store runs on Shopify or Webflow and wants monitoring joined to action. It tracks prompts, responses and citations, then offers content recommendations and an optimization agent.
Starter meters usage in credits, with one credit equal to one AI response, so heavy prompt lists use the 3,600 monthly credits faster. CSV exports are available, and API access is a paid add-on.
Choose it for content improvement tied to your store platform. Knowledge-base claim review is Enterprise.
| Feature | Starter $295/mo |
|---|---|
| Monthly credits | 3,600 |
| AI platform coverage | 11 listed platforms |
| API access | Paid add-on |
| Enterprise | Custom |
- Shopify and Webflow integrations
- Content recommendations and an optimization agent
- CSV exports for reporting
- One credit equals one AI response, so volume uses credits
- API access is a paid add-on on Starter
- Multi-region coverage and access controls depend on the package
Which LLMrefs alternative should an e-commerce brand pick?
AI PeekabooPeec AIScrunch AIProfoundGoodieBotifyAthena HQPick AI Peekaboo if your main need is explicit retail wording: you write the shopper question, it tracks it on a schedule and keeps the answer and returned sources. Move to Peec AI or Goodie when product-level views matter, to Scrunch AI or Profound for agent traffic, to Botify when feeds and rendering are the problem, and to Athena HQ for Shopify-linked content work. Keep LLMrefs if keyword lists already drive your plan.
Frequently asked questions
Is LLMrefs enough for an e-commerce brand that tracks product categories?
LLMrefs works when your category terms already exist as keywords, since it generates conversational prompts from them and reports rankings, share of voice and citations by engine. It is less direct when you need to specify every exact shopper question yourself.
How should an e-commerce brand using LLMrefs keep retail wording explicit?
Write the buyer questions yourself in a tracker that accepts them directly, such as AI Peekaboo, and keep keyword-led LLMrefs reports for broader category coverage. Then compare the preserved answers with the generated prompts to see where wording drifts.
Can LLMrefs replace a product feed or site rendering tool for a large catalogue?
LLMrefs reports rankings, share of voice, citations and source URLs, so it measures answers rather than delivering feeds. For feed enrichment or rendering content for AI agents, Botify is the option here built around that technical work.
Which LLMrefs alternative gives product-level views for an e-commerce brand?
Peec AI offers catalog upload with SKU-level views in its AI Shopping feature, and Goodie provides SKU-level commerce visibility on Pro. Scrunch AI has product-level shopping views in its product offering. Confirm the package before buying.
Does LLMrefs or AI Peekaboo suit an e-commerce brand that needs reporting for a leadership team?
Both offer API access, and AI Peekaboo adds Looker Studio on paid subscriptions, while LLMrefs adds weekly reports and CSV export. Choose by what you report: keyword-level rankings favor LLMrefs, question-level answers with source URLs favor AI Peekaboo.
Do mentions or cited URLs prove sales for an e-commerce brand?
Mentions or cited URLs alone do not establish a sale or its cause; they describe what an answer contained. Goodie offers traffic and revenue attribution features on Core, which you can review as separate evidence beside visibility data.
Reviewed by Filipe Lins DuarteCo-Founder & CEOVast experience talking to customers and users to understand what good software looks like. Background spans commercial and product roles.
Checked by John RiceCo-Founder & CTO15+ years building tech products and web applications. Conducted hundreds of user interviews to know what a good product looks like.
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