Comparison

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.

Updated July 2, 2026
Writesonic GEO
Goodie
LLMrefs
Key takeaways
  • 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

ToolStarting priceBest for
Writesonic GEO$79/moIn-house content teams and agencies that want monitoring plus AI-powered content rewriting in one platform and are happy to operate inside the Writesonic GEO interface.
Goodie$399/moEnterprise brands and agencies with meaningful AEO budgets who need the deepest AEO platform with agentic commerce and revenue attribution proof.
LLMrefs€79/monthSEO agencies tracking AI visibility across multiple clients and in-house teams extending existing keyword tracking into generative search engines.

Writesonic GEO

AI Search Growth Engine tracking brand visibility across 10+ AI platforms with content optimization

Full review →
Writesonic GEO screenshot

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.

Pricing
Feature
Starter
$79/mo
Basic
$199/mo
Growth
$399/mo
Enterprise
Custom
AI platforms tracked10+10+10+10+
Action Center
Content rewriting tools
Citation management
Technical audits
White label
API access
Best for: In-house content teams and agencies that want monitoring plus AI-powered content rewriting in one platform and are happy to operate inside the Writesonic GEO interface.

Goodie

End-to-end AEO platform covering 12 AI models with agentic commerce and revenue attribution

Full review →
Goodie screenshot

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.

Pricing
Feature
Explorer
$399/mo
Pro
Contact sales
Enterprise
Contact sales
AI engines tracked3 (ChatGPT, AI Overviews, Perplexity)6 (+Gemini, Copilot, Rufus)Up to 11 (all major engines)
Prompts per month100250500+
Optimization actions/mo103060+
MCP server access
Agentic commerce visibility
Revenue attributionGoogle AnalyticsFull attributionCustom modeling
API and data export
Multi-brand tracking
Best for: Enterprise brands and agencies with meaningful AEO budgets who need the deepest AEO platform with agentic commerce and revenue attribution proof.

LLMrefs

Keyword-based AI search visibility tracking across 11 engines with share of voice, citations, and unlimited agency seats

Full review →
LLMrefs screenshot

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.

Pricing
Feature
All in One
€79/month
AI engines tracked11
Max prompts tracked500 per organization
Prompts per keywordAuto-generated fan-out, typically 25
ProjectsUnlimited
Team seatsUnlimited
Keywords per projectUnlimited
Geo-targeting50+ countries
CSV export
API access
Free trial7 days, no credit card
Best for: SEO agencies tracking AI visibility across multiple clients and in-house teams extending existing keyword tracking into generative search engines.

Head-to-head feature comparison

Feature
Writesonic GEO
Goodie
LLMrefs
AI engines trackedChatGPT, Claude, Perplexity, Gemini, Grok, DeepSeek, Microsoft Copilot, Meta AI, AI Mode, AI OverviewsChatGPT, Gemini, Claude, Perplexity, Copilot, Meta AI, Grok, AI Overviews, AI Mode, DeepSeek, Amazon Rufus, SparkyChatGPT, ChatGPT Search, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta AI, DeepSeek
Competitive share-of-voiceYesYesYes
Prompt-level citation dataYesYesYes (per keyword)
Answer / content gap analysisYes (Action Center)Yes (Optimisation Actions)Yes (content gap analysis)
Category intelligenceNoYesNo
AEO content generationYes (built-in rewriting)Yes (Content Studio)No
Crawler / AI bot log accessNoYes (Agent Experience Suite)No
Page content auditsYes (technical audits)YesNo
API accessNoEnterprise onlyYes (all plans)
Looker Studio / BI connectorNoNoVia CSV and API
White-label deliveryGrowth and EnterpriseOn requestNo
Pay-per-prompt pricingNoNoNo
Agency multi-brand supportNoEnterprise onlyYes (unlimited projects)
Starting price$79/mo$399/mo€79/month

Want self-serve white-label that Writesonic GEO, Goodie, and LLMrefs do not match?

AI Peekaboo dashboard

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?

Content teams that want an impact-ranked Action Center with built-in rewriting tools on one platformWritesonic GEO
Enterprise brands that need closed-loop AEO with revenue attribution, agentic commerce, and crawler analysisGoodie
SEO agencies and in-house teams that want flat pricing, keyword import, and API access without content generation overheadLLMrefs
Teams that need the widest model coverage including agentic commerce and revenue attributionGoodie
Teams that want to rewrite content directly inside the platform based on visibility gapsWritesonic GEO
Teams that already maintain SEO keyword lists and want a 25-prompt fan-out per keyword on a flat planLLMrefs
Agencies running multiple client projects at the lowest per-client monitoring costLLMrefs

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.

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