MenttionvsGoodie

Goodie (higoodie.com), founded in 2023 and based in New York, is an AI-first AEO platform that tracks brand mentions, sentiment, and citations across a wide set of AI engines, including some niche surfaces like Amazon Rufus that Menttion doesn't name, and adds a native content writer plus an AI-shopping-focused Agentic Commerce Suite. Its self-serve entry point is a $399/month Explorer plan, with deeper tiers gated behind a sales demo, compared to Menttion's $1 one-time snapshot and pay-only-for-what-you-track custom plan. Menttion differentiates on evidentiary depth and cost of entry: full per-scan answer/citation storage with dedicated Citation and Source Graph gap analysis, GA4/GSC-plus-Shopify/WooCommerce/Stripe revenue attribution tied to real crawler logs, and an Opportunity Engine that turns every gap into a ranked, evidence-linked task: capabilities Goodie's public materials describe at a higher level but with less documented granularity.

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[01] At a glance

/ Menttion ↔ Goodie

Menttion

The AI search visibility platform: nine answer engines tracked, every answer stored with citations and sentiment, an Opportunity Engine that turns gaps into ranked plays, and a Content Studio and Page Audit to act on them.

Starting price

$1 one-time snapshot, then a metered plan you build yourself

GoodieAI-first Answer Engine Optimization (AEO) platform, enterprise-leaning AI-search-visibility SaaS

An AI-first Answer Engine Optimization platform that monitors brand mentions, sentiment, and citations across a broad set of AI search engines and pairs that with content generation, AI-crawler analytics, and revenue attribution.

Starting price

$399 / month

Verbatim from higoodie.com/pricing: the self-serve "Explorer" plan is listed at "$399 / month" (an annual "save 20%" option is referenced but its dollar figure isn't shown). The "Pro" and "Enterprise" tiers show no public price: both are gated behind a "Get a Demo" request, so deeper plans are effectively custom/contact-sales.

[02] Feature by feature

/ Capability ↔ Detail

Capability	Menttion	Goodie
Engines/models tracked	9 engines in one product: ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Claude, Copilot, Grok, DeepSeek	Broader published list (~11-12): ChatGPT, Claude, Gemini, Perplexity, Google AI Overview/AI Mode, Copilot, Meta AI, DeepSeek, Grok, Amazon Rufus, Sparky, includes commerce-specific surfaces Menttion does not name
Full answer/citation storage	Every answer from every engine stored in full per scan (not sampled): position, sentiment, and every citation URL, on a customer-set schedule	Visibility Monitoring tracks mentions, citations, and source domains, but public materials do not state whether every raw answer is archived in full vs. extracted signals only
Sentiment analysis	Net sentiment per engine, attribute-level brand perception, head-to-head sentiment vs. named competitors	Tracks sentiment (positive/neutral/negative) as part of Visibility Monitoring across models, geography, persona, and topic
AI crawler monitoring	Ties GPTBot, ClaudeBot, PerplexityBot, Google-Extended crawler activity to on-site behavior via connected analytics	Agent Experience Suite analyzes how AI crawlers/agents experience the site; depth of log-level detail not fully documented publicly
Analytics + revenue attribution	GA4 + Search Console traffic joined to Shopify, WooCommerce, or Stripe data to produce an explicit ROI number	Analytics & Attribution feature connects AI visibility to 'revenue outcomes' and AI-driven sessions/conversions; no named e-commerce/payment-platform integrations found in public materials
Technical + AEO page auditing	Full-site crawl grading every page on technical SEO, content depth, and AI-readiness; generates/verifies robots.txt and llms.txt; AI-judged deep-audit tier on metered credits	Offers 'Agent Site Audit' and an 'AI Visibility Index'; scope and methodology are not detailed in public docs
Content creation/publishing	Content Studio generates evidence-grounded briefs/drafts from citation and prompt data, block editor, scheduled auto-publish to a connected blog or feed.menttion.com	AEO Writer/Content Studio generates brand-voice AI-optimized content; no public mention of scheduled auto-publishing to an external feed
Ranked action recommendations	Every detected gap becomes a ranked, evidence-linked action on a task board, categorized (content, site optimization, citations, PR, technical access, tracking)	'Optimization Actions' provide prioritized recommendations; public materials don't describe a comparable categorized task-board workflow
Starting price	$1 one-time snapshot report, then a build-your-own custom plan billed only for engines/prompt volume tracked; agency pooled billing available	$399/month self-serve 'Explorer' plan is the only publicly priced tier; Pro and Enterprise tiers require a sales demo/custom quote

[03] The fair take

/ Strengths ↔ Gaps

Where Goodie is genuinely strong

Broader published engine coverage than most competitors, including niche AI-commerce surfaces (Amazon Rufus) and Meta AI/Google AI Mode shopping that other AEO tools typically skip

Built AI-first specifically for AEO, bundling a native content writer (AEO Writer) and crawler analytics (Agent Experience Suite) rather than bolting them onto a legacy SEO product

Agentic Commerce Suite is a distinctive, retail/commerce-focused angle for optimizing AI-shopping visibility

Publishes case studies citing concrete performance metrics (100%+ visibility growth ranges), suggesting real customer traction

Where Menttion pulls ahead

No transparent self-serve pricing beyond the single $399/month Explorer tier: Pro and Enterprise require a sales demo/custom quote, versus Menttion's $1 entry point and fully self-serve build-your-own plan.

Independent reviews (Surferstack, nicklafferty.com) flag a missing 'Answer Gap Analysis' feature and no query-fan-out/prompt-difficulty scoring, suggesting shallower citation/source-gap tooling than Menttion's dedicated Citation and Source Graph analysis.

Revenue attribution is described publicly as session/UTM-based ('AI-driven sessions and conversions') rather than direct Shopify/WooCommerce/Stripe integrations producing an explicit ROI figure like Menttion's.

No public entry-level trial or low-cost report product: the cheapest published option is a $399/month subscription, versus Menttion's $1 one-time snapshot.

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