Lantern

Marketing Agents for AI Search. Monitor your brand, close citation gaps, and attribute every visit to revenue.

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© 2026 Lantern. All rights reserved.

Lantern tells your agents what to do. Limy tells you what agents did.

Lantern vs Limy

Limy is impressive infrastructure — it watches real AI agents crawl your domain and tells you exactly what to fix. The gap: your team still has to do all the fixing. Lantern's agents do it for you.

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At a glance

Feature
Lantern
Limy
Autonomous content agents
Agents find citation gaps and deploy AI-optimized content automatically
Provides step-by-step optimization actions — you execute them
Content generation
Agents generate and publish AI-ready content
Insight and recommendation layer only — no content generation
Insight to action speed
Same-day — agents act automatically
Tells you exactly what to do next — guidance, not automation
Data methodology
Query simulation + real-time monitoring
CDN/infrastructure layer — detects real AI agent and bot behavior on your actual domain
AI engines monitored
ChatGPT, Perplexity, Gemini, Claude
ChatGPT, Claude, DeepSeek, Gemini, Google AI Overviews, Copilot, Perplexity — 7+ engines
Revenue attribution
Script + Cloudflare/Vercel integration tied to pipeline
Deep attribution — connects specific prompts to agent visits to purchases
Prompt analytics
Which prompts drive visibility and traffic
Which prompts sent AI agents to your domain
Traditional SEO audit
Full site audit + Google Search Console + GA integration
No traditional SEO tools
Competitive benchmarking
Share of voice across AI engines
Share of voice across AI engines
Agency support
Multi-account agency workflows
Agency Partner Program
Self-serve access
7-day free trial, no sales call required
Self-serve dashboard available — enterprise features require sales
Free trial
7-day free trial, no credit card required
No free trial — starts at $449/month

Where Limy falls short

Insights are only valuable if they lead to action

Limy's CDN-layer data is genuinely differentiated — knowing which prompts sent real AI agents to your domain is powerful intelligence. The gap is that every recommendation still lands as a task on someone's plate.

How Lantern fixes this

Lantern agents pick up where the insight ends. When a gap is identified, they generate the content and publish the fix — no brief, no sprint, no to-do list.

Marketing teams shouldn't need a data engineering team

Infrastructure-layer tooling is built for technical teams with the capacity to interpret bot-behavior data and translate it into content action. Most marketing and growth teams don't have that capacity — and shouldn't need it.

How Lantern fixes this

Lantern is built for marketers. It connects in minutes, requires no technical expertise, and agents act on gaps automatically.

Traditional SEO and AI search belong on one dashboard

Limy is focused exclusively on the agentic web. Teams that still need to manage Google search alongside AI visibility end up running two separate toolsets — doubling the complexity and cost.

How Lantern fixes this

Lantern unifies AI search monitoring and traditional SEO in a single platform — site audit, Search Console, GA, and AI citation tracking all in one place.

The full picture

Monitoring & Visibility

Lantern

Real-time monitoring across ChatGPT, Perplexity, Gemini, and Claude. Alerts fire when visibility drops, a competitor appears, or sentiment shifts.

Limy

Limy operates at the CDN/infrastructure layer — it detects real AI agents and bots crawling your actual domain rather than simulating queries. This gives it a unique signal: what AI systems actually fetch from your site, which prompts sent them, and how they behave. Seven-plus engines including DeepSeek and Microsoft Copilot.

Agentic Content & Automation

Lantern

Agents run continuously — scanning for gaps, generating AI-optimized content, and deploying it to your CMS. No manual steps unless you want approval gates.

Limy

Limy provides step-by-step optimization recommendations through its Narrative and Perception management modules. Acting on those recommendations is done by your team — there is no auto-publishing or content generation capability.

Attribution & Revenue

Lantern

Install a lightweight script or integrate via Cloudflare or Vercel. Track which AI engine sent the visitor, which prompt drove it, and whether they converted — revenue tied directly to AI search.

Limy

Limy's attribution is one of its strongest features — the Analytics Pixel connects specific prompts to agent visits to downstream purchases. Deep, proprietary attribution built for enterprise reporting requirements.

Pricing & Accessibility

Lantern

7-day free trial requiring no credit card or sales call. Transparent pricing for marketing teams who want monitoring, content, and attribution in one platform.

Limy

Limy starts at $449/month with no free trial, tiered by company size with enterprise pricing for larger organisations. Backed by $10M from Flybridge and a16z speedrun, serving Fortune 100 clients including AstraZeneca, Samsung, and KIA.

7x

increase in AI citations

“We saw a 7x increase in AI citations within the first month. Lantern found the gaps and handled the content — our team didn't have to do anything extra.”

KK

Kevin Kariuki

Founder, Nexuscale AI

Common questions

What is the main difference between Lantern and Limy?
Limy is an enterprise infrastructure platform that observes real AI agent behavior at the CDN layer — it tells you what AI bots are doing on your domain and what to fix. Lantern is built for marketing teams and includes autonomous content agents that act on those gaps automatically, without manual execution.
Does Limy generate or publish content?
No — Limy provides optimization recommendations and step-by-step guidance. Content creation and publishing are handled entirely by your team. Lantern agents both identify visibility gaps and publish fixes.
How does Limy's data methodology differ from Lantern's?
Limy operates at the CDN/infrastructure layer, detecting real AI agents crawling your actual domain rather than simulating queries. Lantern uses query simulation and real-time monitoring. Both approaches surface visibility gaps — Limy's method is uniquely tied to actual bot behavior on your live site.
Does Lantern include traditional SEO alongside AI search?
Yes — Lantern includes a full site audit, Google Search Console integration, and GA alongside AI citation monitoring. Limy is focused exclusively on the agentic web and does not offer traditional SEO tools.
How does Limy's pricing compare to Lantern?
Limy starts at $449/month with no free trial and enterprise pricing for larger accounts. Lantern offers a 7-day free trial with no credit card required and transparent pricing built for marketing teams.
Is Lantern suitable for teams without technical resources?
Yes — Lantern connects in minutes and requires no technical expertise. Limy's infrastructure-layer tooling is better suited to technical or enterprise teams with the capacity to interpret bot-behavior data.
Can I try Lantern before committing?
Yes — Lantern's 7-day free trial requires no credit card. You can see your AI search visibility and watch agents start fixing gaps before making any purchasing decision. Limy does not currently offer a free trial.

More comparisons

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