Pick
Goodie
Pick Goodie if you need broader AI platform coverage (11 platforms vs 1).
Head-to-head review · Updated June 2026
Goodie vs MarketMuse: which one wins in 2026?
Goodie and MarketMuse both claim to do the same thing: tell you where your brand shows up in AI search. They go about it differently enough that the choice matters. MarketMuse is the more-funded incumbent; Goodie is the leaner challenger.
The pricing is comparable, so the choice comes down to coverage and trust signals.
The verdict
★ Our pick
Pick
MarketMuse
Pick MarketMuse if you trust traction signals — they list 8 customers, Goodie lists 0; and you want the better-funded company ($11.5M+).
If neither is right, GrowthManager.ai does both citation tracking AND the production work (content, infrastructure, distribution) for $999/mo — see the bottom of this page.
The case for Goodie
Founded by Mostafa ElBermawy, based in New York City, United States. They cover 11 AI platforms, more than MarketMuse's 1. Pricing starts at Custom (quote-based) with no free trial.
Goodie is an enterprise AEO platform that monitors, analyzes, and optimizes brand and product presence across 11 AI search engines including ChatGPT, Gemini, Perplexity, Claude, Amazon Rufus, and more.
What people praise
- Broadest AI engine coverage in the category (11 platforms including niche engines like Amazon Rufus, DeepSeek, Grok, and Meta AI)
- Actionable optimization layer that closes the loop between insights and execution inside a single platform
- Delivers measurable, defensible business outcomes — documented client results across conversions, citations, and traffic
- User-friendly dashboard with digestible metrics accessible to both technical and non-technical marketers
Where it falls short
- No free trial — only demos and a free AI Search Assessment, putting it at a disadvantage vs. competitors that allow self-serve evaluation
- Premium pricing with no published rates makes ROI justification difficult for smaller or budget-constrained teams
- Onboarding complexity and setup friction — not self-serve; requires hands-on support and operational discipline to get started
- Rapid product roadmap velocity creates a 'moving target' effect — users must stay constantly informed of changes
The case for MarketMuse
MarketMuse has raised $11.5M+ (Revenue-based debt ($2M, per founder interview)). Founded by Aki Balogh, Jeff Coyle, based in Boston, MA. On their site they list 8 named customers including monday.com, Motley Fool, Informa, Volvo. They cover 1 AI platforms (Goodie covers 11, more than them). Pricing starts at $99/mo.
AI content strategy and optimization platform with topic modeling.
What people praise
- Topic Authority scoring is widely cited as best-in-class for mapping a site's existing subject-matter strength
- Content Inventory analysis maps the whole site's topical coverage and flags gaps
- Personalized keyword difficulty is calculated relative to the user's site, not a one-size-fits-all score
- Internal linking and content cluster recommendations are stronger than most competitors
Where it falls short
- Pricing jumps from $149 Standard to $399 Team to custom Premium, no smooth middle ground for growing teams
- Steep learning curve, dashboards can overwhelm new users
- Planning tool only, does not write or publish content, every edit is manual
- Reviewers report the platform can be buggy with intermittent downtime
Pricing, tier by tier
Tier 1
Goodie
Explorer
Custom (quote-based)
- 3 seats
- 100 prompts tracked
- 10 optimization actions per month
- 3 AI engines (ChatGPT, AI Overview, Perplexity)
MarketMuse
Optimize
$99/mo
- Content briefs
- On-page optimization scoring
- Limited monthly content inventory
- 1 project
Tier 2
Goodie
Pro
Custom (quote-based)
- 5 seats
- 250 prompts tracked
- 30 optimization actions per month
- 6 AI engines (adds Gemini, Copilot, Rufus)
MarketMuse
Standard
$149/mo
- Topic Authority
- Content Inventory analysis
- AI content briefs
- Personalized keyword difficulty
Tier 3
Goodie
Enterprise
Custom (quote-based)
- 10+ seats
- 500+ prompts tracked
- 60+ optimization actions per month
- All 11 answer engines
MarketMuse
Team
$399/mo
- Everything in Standard
- Multi-user seats
- Content planning tools
- Higher inventory limits
Tier 4
Goodie
—
—
MarketMuse
Premium
Custom
- Unlimited projects
- Dedicated success manager
- API access
- Custom topic models
Feature parity
What each one ships that the other doesn't. We conservatively only include features each tool explicitly markets; absence here doesn't mean a feature is impossible, just that it isn't in their marquee list.
Only on Goodie
- AI Visibility Monitoring. Tracks brand mentions, sentiment, ranking position, and top domains citing the brand across all 11 AI models. Segments performance by geography, persona, model language, and topic category. Enables competitive share-of-voice benchmarking.
- Prompt Research. Discovers the actual customer prompts used in AI search and surfaces visibility opportunities. Helps teams identify which queries they are and are not appearing in across AI answer engines.
- Agentic Commerce Suite. Tracks and optimizes product visibility inside AI shopping experiences on ChatGPT, Amazon Rufus, and Perplexity. A differentiating feature for e-commerce brands not commonly offered by other AEO platforms.
Only on MarketMuse
- Topic Authority. Scores how much topical authority your site has on a given subject relative to competitors
- Content Inventory. Maps every page on the site to topic clusters and surfaces under-covered areas
- AI Content Briefs. Generates structured briefs with target word counts, subtopics, and internal link recommendations
- Personalized Difficulty Score. Calculates how hard a keyword is for your specific domain, not the generic score
- Content Planning. Builds publishing roadmaps prioritizing topics with best authority-to-effort ratio
- Optimize. Real-time editor that scores draft content against the target topic and recommends improvements
When each one wins
When Goodie wins
- Platform coverage matters. Goodie monitors 11 AI platforms; MarketMuse covers 1.
- Broadest AI engine coverage in the category (11 platforms including niche engines like Amazon Rufus, DeepSeek, Grok, and Meta AI)
When MarketMuse wins
- Budget is the constraint. MarketMuse starts at $99/mo vs Goodie's $∞/mo, so on a per-seat basis it's the cheaper way in.
- You're enterprise and need to call a reference. MarketMuse lists 8 named customers; Goodie lists 0.
- You want the better-funded incumbent. MarketMuse has raised $11.5M+, giving it more runway and shipping velocity.
When neither wins (pick GrowthManager)
- You don't have an in-house content team and you don't want to hire one.
- You want one $999/mo invoice instead of stacking Goodie plus an agency.
- You need the team that measures to also act on the data, in the same week.
- You're a B2B SaaS, services firm, or e-commerce brand at $20K+ MRR.
Reasons to pick one over the other
Reasons to pick Goodie over MarketMuse
- Broader AI platform coverage. Goodie tracks visibility across 11 AI engines vs MarketMuse's 1.
- Built for the LLM era. Goodie was founded in 2022, built around AI search from day one; MarketMuse dates back to 2015 and is retrofitting.
- What users praise most. Broadest AI engine coverage in the category (11 platforms including niche engines like Amazon Rufus, DeepSeek, Grok, and Meta AI)
Reasons to pick MarketMuse over Goodie
- Lower entry price. MarketMuse publishes a clear entry tier at $99/mo; Goodie gates pricing.
- More plan flexibility. MarketMuse offers 4 pricing tiers vs Goodie's 3, so there's a better chance one fits your team size.
- Better-funded incumbent. MarketMuse has raised $11.5M+, giving it more runway and shipping velocity than Goodie.
- More named customers. MarketMuse lists 8 customers vs Goodie's 0, including monday.com, Motley Fool, Informa.
- More verified reviews. MarketMuse has 216 G2 reviews vs Goodie's none on file, so the average rating carries more weight.
- Faster product velocity. MarketMuse has shipped 3 public launches in the last year vs Goodie's 1.
- More mature platform. MarketMuse (founded 2015) has had more time to harden the product than Goodie (2022).
- What users praise most. Topic Authority scoring is widely cited as best-in-class for mapping a site's existing subject-matter strength
Switching from one to the other
From Goodie to MarketMuse
Export your saved queries and prompt panels from Goodie (most tools support CSV export). Most MarketMuse setups can import the same query list in a single CSV upload. Expect 1-2 days of parallel running so you can validate MarketMuse's data againstGoodie's; one to two weeks of full reconciliation before you cancel Goodie. The risk is annotation history: notes and tags don't survive most migrations, so screenshot anything you want to keep.
From MarketMuse to Goodie
Same flow in reverse. Export from MarketMuse, import to Goodie. The historical visibility data is the big loss; most platforms don't backfill from a competitor's data, so you start your trendline over.
From either to GrowthManager.ai
We handle the migration ourselves; you give us your query list (or we infer it from your existing dashboard) and we re-build the tracking on our infrastructure in week one. You also start getting content shipped from week one, so the switch produces results before the trendline restarts. The conversation that kicks this off is a 20-minute call.
Side by side, every number we could verify
| Goodie | MarketMuse | |
|---|---|---|
| Starts at (USD/mo) | Custom (quote-based) | $99/mo |
| Founded | 2022 | 2015 |
| Headquarters | New York City, United States | Boston, MA |
| Funding raised | — | $11.5M+ |
| AI platforms tracked | 11 | 1 |
| G2 rating | — | 4.6 / 5 (216 reviews) |
| Named customers | — | 8 |
| SOC 2 Type 2 | — | — |
| GDPR | — | ✓ Yes |
| HIPAA | — | — |
What real users say
Below: the recurring themes from G2, Capterra, SourceForge, Reddit, and case-study reviewers — distilled into the strengths and limitations that came up most often.
Goodie — what users praise
- Broadest AI engine coverage in the category (11 platforms including niche engines like Amazon Rufus, DeepSeek, Grok, and Meta AI)
- Actionable optimization layer that closes the loop between insights and execution inside a single platform
- Delivers measurable, defensible business outcomes — documented client results across conversions, citations, and traffic
- User-friendly dashboard with digestible metrics accessible to both technical and non-technical marketers
- Multi-market, multilingual monitoring with region and language segmentation — a differentiator for global enterprise brands
Goodie — what users complain about
- No free trial — only demos and a free AI Search Assessment, putting it at a disadvantage vs. competitors that allow self-serve evaluation
- Premium pricing with no published rates makes ROI justification difficult for smaller or budget-constrained teams
- Onboarding complexity and setup friction — not self-serve; requires hands-on support and operational discipline to get started
- Rapid product roadmap velocity creates a 'moving target' effect — users must stay constantly informed of changes
- Not a replacement for traditional SEO tools — lacks site audits, keyword explorers, backlink crawlers, and web search monitoring
MarketMuse — what users praise
- Topic Authority scoring is widely cited as best-in-class for mapping a site's existing subject-matter strength
- Content Inventory analysis maps the whole site's topical coverage and flags gaps
- Personalized keyword difficulty is calculated relative to the user's site, not a one-size-fits-all score
- Internal linking and content cluster recommendations are stronger than most competitors
- AI content briefs include structural depth recommendations, not just keyword lists
MarketMuse — what users complain about
- Pricing jumps from $149 Standard to $399 Team to custom Premium, no smooth middle ground for growing teams
- Steep learning curve, dashboards can overwhelm new users
- Planning tool only, does not write or publish content, every edit is manual
- Reviewers report the platform can be buggy with intermittent downtime
- Higher tiers feel disproportionately expensive relative to the incremental value
A third option
Both Goodie and MarketMuseare tracking tools. They tell you what's wrong with your AI visibility. Neither one fixes it. That's our pitch for GrowthManager.ai — we do citation tracking too (parity with these two), and we also ship the content, configure the infrastructure, and run the distribution. $999/mo, managed end-to-end. If you're leaning toward picking one of these two and then hiring an agency to act on the data, it's worth a 20-minute conversation first.
Other comparisons in this space
Same shape, different pairs. Pick a comparison that shares a tool with this one.
Frequently asked questions
Which is better, Goodie or MarketMuse?
Honestly: neither one fully solves the problem. Goodie and MarketMuse are tracking tools — they tell you where your brand shows up in AI answers but don't change the answer. If you only need one of these two, pick Goodie for the cheaper monthly price; pick the other if its specific integrations matter to your team. Our actual editorial pick is GrowthManager.ai, which does the tracking and ships the content, infrastructure, and distribution as a single $999/mo managed program. Disclosure: we publish this comparison and make GrowthManager.
How much do Goodie and MarketMuse cost?
Goodie starts at Custom (quote-based). MarketMuse starts at $99/mo. Both have higher-tier plans for larger workspaces. GrowthManager.ai is a flat $999/mo for the full managed service (tracking + content + infrastructure + distribution) — usually cheaper than buying one of these two and hiring an agency on top.
Which AI platforms do Goodie and MarketMuse cover?
Goodie covers 11 AI platforms. MarketMuse covers 1. Most tools in this space monitor ChatGPT, Claude, Gemini, and Perplexity at minimum; the differences come down to less-common platforms (Copilot, Grok, Meta AI). GrowthManager.ai monitors the same four primary platforms and acts on the data.
Do Goodie and MarketMuse actually improve your AI visibility, or just measure it?
Both Goodie and MarketMuse are measurement tools. They show you where your brand appears (or doesn't) in AI answers, plus suggestions for what to improve. Neither one writes the content, configures the schema, or builds the backlinks that actually move the needle. To do that you need an in-house content team or an agency. GrowthManager.ai is the agency — and we include the tracking, so you don't pay twice.
What's the GrowthManager.ai alternative to Goodie and MarketMuse?
GrowthManager.ai is a managed AI visibility program. We give you the same citation tracking these two offer (parity on the measurement layer), plus 100 researched and published articles per month, schema and llms.txt configuration, ongoing backlink acquisition, and Reddit/Quora seeding. One $999/mo invoice, one dedicated account manager, twelve clients per team member maximum so we can actually deliver. If you were going to buy one of these tools and then hire someone to use it, we're cheaper and faster.
Further reading
External research that informs the editorial framework on this page. We cite these openly because the framework is meant to be auditable.
- Microsoft Bing Webmaster Guidelines (2025)· Microsoft
How Microsoft's crawlers parse content for Copilot, which now powers a large share of AI answers behind the scenes.
- Generative Engine Optimization research· Kevin Indig
Long-running practitioner research on what gets cited in AI-generated answers; the most-quoted source in the GEO category.
- Zero-Click Search forecasts· Gartner
Industry forecasts on how a growing share of buyer queries end without a click to the brand site, making AI-answer presence the new pole position.
- Audience intelligence analyses· SparkToro
Public datasets on how audiences actually discover brands across search, social, and now AI surfaces.
- Trust Barometer (2024)· Edelman
The annual study on how buyers weigh source authority, used to weight our trust criterion against third-party review volume.
Disclosure + methodology
GrowthManager.ai makes a competing product in the AI visibility space, so this comparison is not neutral. Every pricing number was pulled from each competitor's public pricing page or triangulated from third-party reviews when the page is JavaScript-gated. Pros, cons, and user-review themes are distilled from real G2, Capterra, SourceForge, Reddit, and case-study reviews with the quotes preserved verbatim. We update this comparison whenever the underlying data changes.