Pick
Goodie
Pick Goodie if you need broader AI platform coverage (11 platforms vs 0).
Head-to-head review · Updated June 2026
Goodie vs SparkToro: which one wins in 2026?
Goodie and SparkToro 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. SparkToro 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
SparkToro
Pick SparkToro if you trust traction signals — they list 3 customers, Goodie lists 0.
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. 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 SparkToro
SparkToro has raised $1.3M (Angel round June 2018 from 35 individual angels ($10K-$100K each)). Founded by Rand Fishkin, Casey Henry, based in Seattle, WA. On their site they list 3 named customers including In-house marketing teams, Independent marketers, Digital agencies. Pricing starts at $0/mo.
Audience research tool from Rand Fishkin — see where audiences spend time online.
What people praise
- Provides audience research that would take weeks of surveys and interviews in seconds via a single search.
- January 2026 natural language descriptions accept plain English audience definitions and return results in 90 seconds.
- Identifies podcasts, YouTube channels, subreddits, and websites a given audience visits, unique data unavailable elsewhere.
- Two years of trend data tracks how audience media consumption habits shift over time.
Where it falls short
- Data quality drops sharply outside the US and UK; Germany and other European markets are notably weak.
- Limited traditional demographics (age, gender) compared to dedicated demographic data providers.
- Free tier is restrictive: 5 searches per month with only sample results, not full data.
- Few native integrations with marketing tools, so insights typically have to be manually moved into CRM or ad platforms.
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)
SparkToro
Free
$0
- 5 searches per month
- Sample results only (not full data)
- Single user
Tier 2
Goodie
Pro
Custom (quote-based)
- 5 seats
- 250 prompts tracked
- 30 optimization actions per month
- 6 AI engines (adds Gemini, Copilot, Rufus)
SparkToro
Personal
$50/mo
- Higher monthly search quota
- Full audience research results
- Demographics, employment, education, skills data
- Two years of trend data
Tier 3
Goodie
Enterprise
Custom (quote-based)
- 10+ seats
- 500+ prompts tracked
- 60+ optimization actions per month
- All 11 answer engines
SparkToro
Business
$150/mo
- Higher search and export quotas
- Full audience research results
- Team seats
- Natural language audience descriptions
Tier 4
Goodie
—
—
SparkToro
Agency
$300/mo
- Highest search and export quotas
- Email list upload analysis
- API access
- Dedicated support
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 SparkToro
- Audience Search. Find websites, podcasts, YouTube channels, and subreddits a given audience visits.
- Natural Language Descriptions. Describe an audience in plain English and receive behavioral intelligence in 90 seconds.
- Demographics. Employment, education, skills, age, and gender data on target audiences.
- Trending Questions. Identifies keywords and trending questions the audience searches on Google.
- Two-Year Trends. Tracks how audience behavior and media consumption shift over a 24-month window.
- Email List Upload. Analyzes an uploaded customer email list to surface aggregate audience behaviors (Agency plan).
When each one wins
When Goodie wins
- Platform coverage matters. Goodie monitors 11 AI platforms; SparkToro covers 0.
- Broadest AI engine coverage in the category (11 platforms including niche engines like Amazon Rufus, DeepSeek, Grok, and Meta AI)
When SparkToro wins
- Budget is the constraint. SparkToro starts at $0/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. SparkToro lists 3 named customers; Goodie lists 0.
- Provides audience research that would take weeks of surveys and interviews in seconds via a single search.
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 SparkToro
- Broader AI platform coverage. Goodie tracks visibility across 11 AI engines vs SparkToro's 0.
- 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 SparkToro over Goodie
- Lower entry price. SparkToro publishes a clear entry tier at $0/mo; Goodie gates pricing.
- More plan flexibility. SparkToro offers 4 pricing tiers vs Goodie's 3, so there's a better chance one fits your team size.
- More named customers. SparkToro lists 3 customers vs Goodie's 0, including In-house marketing teams, Independent marketers, Digital agencies.
- Faster product velocity. SparkToro has shipped 5 public launches in the last year vs Goodie's 1.
- What users praise most. Provides audience research that would take weeks of surveys and interviews in seconds via a single search.
Switching from one to the other
From Goodie to SparkToro
Export your saved queries and prompt panels from Goodie (most tools support CSV export). Most SparkToro setups can import the same query list in a single CSV upload. Expect 1-2 days of parallel running so you can validate SparkToro'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 SparkToro to Goodie
Same flow in reverse. Export from SparkToro, 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 | SparkToro | |
|---|---|---|
| Starts at (USD/mo) | Custom (quote-based) | $0/mo |
| Founded | 2022 | 2018 |
| Headquarters | New York City, United States | Seattle, WA |
| Funding raised | — | $1.3M |
| AI platforms tracked | 11 | — |
| G2 rating | — | 4.7 / 5 |
| Named customers | — | 3 |
| 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
SparkToro — what users praise
- Provides audience research that would take weeks of surveys and interviews in seconds via a single search.
- January 2026 natural language descriptions accept plain English audience definitions and return results in 90 seconds.
- Identifies podcasts, YouTube channels, subreddits, and websites a given audience visits, unique data unavailable elsewhere.
- Two years of trend data tracks how audience media consumption habits shift over time.
- Founder Rand Fishkin built Moz before SparkToro, giving the product unusually strong category credibility.
SparkToro — what users complain about
- Data quality drops sharply outside the US and UK; Germany and other European markets are notably weak.
- Limited traditional demographics (age, gender) compared to dedicated demographic data providers.
- Free tier is restrictive: 5 searches per month with only sample results, not full data.
- Few native integrations with marketing tools, so insights typically have to be manually moved into CRM or ad platforms.
- API access is locked to the $300 Agency plan, gating programmatic workflows behind the top tier.
A third option
Both Goodie and SparkToroare 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 SparkToro?
Honestly: neither one fully solves the problem. Goodie and SparkToro 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 SparkToro cost?
Goodie starts at Custom (quote-based). SparkToro starts at $0/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 SparkToro cover?
Goodie covers 11 AI platforms. SparkToro covers an undisclosed number of. 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 SparkToro actually improve your AI visibility, or just measure it?
Both Goodie and SparkToro 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 SparkToro?
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.