Writesonic GEO vs Goodie vs LLMrefs in 2026: Three Different Closures of the GEO Loop
An impact-ranked Action Center, a revenue-attributed closed-loop AEO system, and keyword-imported AI tracking at flat agency pricing.
Writesonic GEO tracks 10+ AI engines and ships an Action Center that ranks optimisation opportunities by estimated impact, then rewrites content inside the platform. White-label delivery on Growth and Enterprise. No API on any plan.
Goodie is the most complete closed-loop GEO platform: monitoring across 12 AI models, prioritised optimisation actions, AEO content writer, agentic commerce tracking, crawler analysis, and revenue attribution through Google Analytics. Entry at $399/month for 3 engines.
LLMrefs is the most agency-efficient: keyword-based tracking across 11 AI engines with auto-generated fan-out prompts, unlimited projects, unlimited seats, and API access on a flat €79/month plan.
Writesonic GEO and Goodie both ship built-in content rewriting or generation. LLMrefs focuses on measurement and does not generate content, which keeps pricing flat and workflow light.
Goodie is the only one of the three with a revenue attribution layer tied to Google Analytics. If defending the GEO budget internally is a real priority, that is the clearest differentiator.
LLMrefs is the only one with structured keyword import and aggregate statistical significance across 25 prompts per keyword. If your team already maintains SEO keyword lists, this is the lowest-friction path into AI tracking.
Three tools that all claim to take AI visibility beyond measurement, but each closes the generative engine optimization (GEO) loop differently. Writesonic GEO ships an Action Center that ranks optimisation opportunities by estimated impact and rewrites content inside the platform using the parent Writesonic AI content engine. Goodie delivers a closed-loop GEO programme with prompt research, monitoring across 12 AI models, prioritised optimisation actions, an AEO content writer, agentic commerce tracking, crawler behavior analysis, and revenue attribution through Google Analytics. LLMrefs is the lightest touch of the three: it takes your existing keyword list, fans out 25 prompts per keyword across 11 AI engines, and delivers keyword-anchored share-of-voice and citation data on a flat €79/month plan. The right pick depends on whether you want impact-ranked rewrites in one platform, full closed-loop GEO with revenue proof, or flat agency pricing with keyword-based AI tracking.
The tools at a glance
Writesonic GEO
AI Search Growth Engine tracking brand visibility across 10+ AI platforms with content optimization
Writesonic GEO is the GEO layer built into the Writesonic content generation platform. It tracks brand mentions across 10+ AI engines: ChatGPT, Claude, Perplexity, Gemini, Grok, DeepSeek, Microsoft Copilot, Meta AI, Google AI Mode, and Google AI Overviews. Coverage is consistent across all four price tiers, which means every plan sees the same breadth of AI surfaces.
The Action Center is the most distinctive feature. Rather than presenting a raw visibility dashboard and leaving interpretation to you, the Action Center analyses visibility gaps across all tracked platforms, identifies where competitors are being cited instead of your brand, and ranks optimisation opportunities by estimated impact. When the Action Center flags content that needs improvement, the platform can rewrite or improve it inside the GEO interface, closing the diagnose-to-fix loop without a separate tool.
Citation management surfaces off-page opportunities on Reddit, YouTube, and relevant blogs. Technical audits check whether AI crawlers can actually access your content. White-label delivery is included on Growth ($399/month) and Enterprise plans. There is no API on any tier, which is the main constraint for agencies that need to pull data into custom dashboards.
| Feature | Starter $79/mo | Basic $199/mo | Growth $399/mo | Enterprise Custom |
|---|---|---|---|---|
| AI platforms tracked | 10+ | 10+ | 10+ | 10+ |
| Action Center | ✓ | ✓ | ✓ | ✓ |
| Content rewriting tools | ✓ | ✓ | ✓ | ✓ |
| Citation management | ✗ | ✓ | ✓ | ✓ |
| Technical audits | ✗ | ✓ | ✓ | ✓ |
| White label | ✗ | ✗ | ✓ | ✓ |
| API access | ✗ | ✗ | ✗ | ✗ |
Goodie
End-to-end AEO platform covering 12 AI models with agentic commerce and revenue attribution
Goodie covers the full generative engine optimization (GEO) workflow across 12 AI models: prompt research, brand monitoring, prioritised optimisation actions, AEO content generation, agentic commerce tracking, crawler behavior analysis, and revenue attribution. Coverage includes ChatGPT, Gemini, Claude, Perplexity, Copilot, Meta AI, Grok, AI Overviews, AI Mode, DeepSeek, Amazon Rufus, and Sparky.
The Optimisation Actions feature generates a prioritised list of changes for owned and earned assets, ranked by estimated impact. The Agent Experience Suite shows how AI crawlers actually traverse your site, surfacing technical gaps that prevent discovery. The Analytics module ties AI citations to traffic and conversions in Google Analytics, which is the proof most executive teams want before renewing a GEO budget.
Pricing reflects the depth. Explorer starts at $399/month for 3 engines and 100 prompts, and Pro and Enterprise both require sales conversations. Goodie ships an MCP server on every plan, integrates into Claude, Cursor, and other MCP-compatible tools, and is SOC 2-compliant for enterprise procurement. Multi-brand tracking is Enterprise-only.
| Feature | Explorer $399/mo | Pro Contact sales | Enterprise Contact sales |
|---|---|---|---|
| AI engines tracked | 3 (ChatGPT, AI Overviews, Perplexity) | 6 (+Gemini, Copilot, Rufus) | Up to 11 (all major engines) |
| Prompts per month | 100 | 250 | 500+ |
| Optimization actions/mo | 10 | 30 | 60+ |
| MCP server access | ✓ | ✓ | ✓ |
| Agentic commerce visibility | ✗ | ✓ | ✓ |
| Revenue attribution | Google Analytics | Full attribution | Custom modeling |
| API and data export | ✗ | ✗ | ✓ |
| Multi-brand tracking | ✗ | ✗ | ✓ |
LLMrefs
Keyword-based AI search visibility tracking across 11 engines with share of voice, citations, and unlimited agency seats
LLMrefs is built around a keyword-first workflow for AI search. You import your existing SEO keyword list (from Ahrefs, Semrush, Moz, or any CSV), and the platform automatically generates 25 fan-out prompts per keyword based on real user conversation patterns. Results aggregate across all 25 prompts to produce statistically meaningful share-of-voice and position metrics per keyword, addressing the non-determinism that makes single-prompt tracking noisy.
Coverage spans 11 AI engines: ChatGPT, ChatGPT Search, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta AI, and DeepSeek. Geo-targeting covers 50+ countries and 10+ languages, so agencies running global campaigns can track brand visibility market by market. Source citation tracking shows which third-party domains carry citation authority in the category.
Pricing is flat: a single All-in-One plan at €79/month covers unlimited projects, unlimited team seats, geo-targeting, source tracking, API access, and CSV export. The 7-day free trial requires no credit card. There is no white-label client portal and no built-in content generation, which keeps the platform focused on measurement rather than content execution.
| Feature | All in One €79/month |
|---|---|
| AI engines tracked | 11 |
| Max prompts tracked | 500 per organization |
| Prompts per keyword | Auto-generated fan-out, typically 25 |
| Projects | Unlimited |
| Team seats | Unlimited |
| Keywords per project | Unlimited |
| Geo-targeting | 50+ countries |
| CSV export | ✓ |
| API access | ✓ |
| Free trial | 7 days, no credit card |
Head-to-head feature comparison
| Feature | |||
|---|---|---|---|
| AI engines tracked | ChatGPT, Claude, Perplexity, Gemini, Grok, DeepSeek, Microsoft Copilot, Meta AI, AI Mode, AI Overviews | ChatGPT, Gemini, Claude, Perplexity, Copilot, Meta AI, Grok, AI Overviews, AI Mode, DeepSeek, Amazon Rufus, Sparky | ChatGPT, ChatGPT Search, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta AI, DeepSeek |
| Competitive share-of-voice | Yes | Yes | Yes |
| Prompt-level citation data | Yes | Yes | Yes (per keyword) |
| Answer / content gap analysis | Yes (Action Center) | Yes (Optimisation Actions) | Yes (content gap analysis) |
| Category intelligence | No | Yes | No |
| AEO content generation | Yes (built-in rewriting) | Yes (Content Studio) | No |
| Crawler / AI bot log access | No | Yes (Agent Experience Suite) | No |
| Page content audits | Yes (technical audits) | Yes | No |
| API access | No | Enterprise only | Yes (all plans) |
| Looker Studio / BI connector | No | No | Via CSV and API |
| White-label delivery | Growth and Enterprise | On request | No |
| Pay-per-prompt pricing | No | No | No |
| Agency multi-brand support | No | Enterprise only | Yes (unlimited projects) |
| Starting price | $79/mo | $399/mo | €79/month |
Want self-serve white-label that Writesonic GEO, Goodie, and LLMrefs do not match?

Writesonic GEO has no API on any tier, Goodie requires a sales call with API on Enterprise only, and LLMrefs offers no white-label on any plan. AI Peekaboo is the best AI visibility tool for agencies that need read and write API plus white-label from $50/month, with 5 AI surfaces and self-serve signup. For marketing teams that need to start this week with pay-per-prompt pricing, AI Peekaboo is the self-serve AEO alternative with Looker Studio connector included.
Read the AI Peekaboo review →Which should you choose?
Writesonic GEO is the strongest tool for content teams that want an Action Center plus rewrites on one platform and have budget for the Growth tier when white-label is needed. Goodie is the deepest AEO platform but requires $399/month minimum and a sales conversation above that. LLMrefs is the most cost-efficient keyword-based AI tracker for agencies and teams that already run keyword-driven SEO programmes.
Bottom line
Each tool closes the GEO loop differently. Writesonic GEO closes it through ranked rewrites inside the platform. Goodie closes it through revenue attribution tied to Google Analytics. LLMrefs closes it through statistical aggregation across keyword-driven fan-out prompts on a flat agency price. Pick the closure that matches the structure of your team and budget.
Frequently asked questions
Which tool has the lowest entry price?
Writesonic GEO and LLMrefs both start at the lower end: $79/month and €79/month respectively. Goodie Explorer starts at $399/month for 3 engines, which is the highest entry price but also the most full-featured AEO platform at that tier.
Which tool covers the most AI models?
Goodie covers 12 models including Amazon Rufus and Sparky, which is the widest coverage of the three. LLMrefs covers 11 engines including ChatGPT Search and Google AI Mode. Writesonic GEO tracks 10+ on every plan including Grok, DeepSeek, Meta AI, and Microsoft Copilot.
Do any of these tools offer white-label client delivery?
Writesonic GEO includes white-label delivery on Growth and Enterprise. LLMrefs and Goodie do not offer white-label client portals on any plan. Agencies running multi-client delivery with branded dashboards need to plan around LLMrefs and Goodie accordingly.
Which tool has the best revenue attribution?
Goodie is the only one of the three with revenue attribution tied to Google Analytics on Pro and custom revenue modeling on Enterprise. Writesonic GEO and LLMrefs focus on visibility measurement and do not connect AI citations to revenue in the same way.
Can I import existing SEO keyword lists?
LLMrefs is built around keyword import: upload CSV exports from Ahrefs, Semrush, Moz, Nightwatch, or any SEO tool. Writesonic GEO and Goodie are prompt-based rather than keyword-based and do not support structured keyword import in the same way.
What does Generative Engine Optimization (GEO) mean in this comparison?
GEO is the practice of optimising content, technical signals, and citations so AI-generated answers surface your brand. Writesonic GEO covers the GEO measurement plus rewriting layer. Goodie covers the full GEO lifecycle including content, commerce, and revenue. LLMrefs covers the GEO measurement layer using fan-out prompts anchored to imported keywords. All three are GEO platforms with different scopes.


