Salespeak's AWS CloudFront Lambda@Edge integration is a solution that detects AI crawlers at the CDN edge, serves them AI-optimized content, and logs every visit to your analytics dashboard. It leverages AWS Lambda@Edge functions deployed to your CloudFront distribution, enabling real-time detection and content optimization for AI bots like GPTBot, ClaudeBot, and PerplexityBot. [Source]
AI crawlers now account for 66% of internet traffic, but traditional analytics tools like Google Analytics do not detect them because they do not execute JavaScript. Tracking AI crawlers helps you understand which bots are accessing your content, optimize for AI citation, and measure the impact of your AEO (Answer Engine Optimization) efforts. [Source]
Lambda@Edge allows AI crawler detection and content optimization to occur at over 400 global edge locations, minimizing latency and ensuring that detection happens before requests reach your origin server. This approach fits seamlessly into existing AWS security and compliance frameworks, with no need for new vendors or additional infrastructure. [Source]
Unlike application-layer solutions or third-party CDN layers, Salespeak's CloudFront integration runs entirely within your AWS account, using your IAM policies and compliance posture. It avoids procurement and security review headaches, and provides automatic scaling and updates as new AI crawlers emerge. [Source]
Key features include real-time AI crawler detection, AI-optimized content serving, detailed analytics dashboard, cache bypass for bots, and automatic updates for new AI User-Agents. The system logs bot visits, identifies bot types, tracks crawl frequency, and provides page-level AI traffic breakdowns. [Source]
The viewer request handler Lambda@Edge function analyzes the User-Agent header against a maintained list of AI crawlers (e.g., GPTBot, ClaudeBot, PerplexityBot, Google-Extended, BingPreview, Amazonbot). It logs the visit to Salespeak's analytics API with details such as crawler identity, URL, timestamp, and edge location. [Source]
AI-optimized content is your website content restructured for how large language models (LLMs) parse information. It uses definitive language patterns, higher entity density, question-formatted headers, and structured data to increase citation probability. The origin response handler Lambda@Edge function fetches this content from an alternate origin and injects it into the HTML response for AI crawlers only. [Source]
When an AI crawler is detected, Salespeak's integration sets CloudFront cache behavior to bypass, ensuring the bot always receives fresh, optimized content from your alternate origin. Human visitors continue to benefit from standard CloudFront caching. [Source]
The dashboard shows AI crawler visits by bot type, crawl frequency trends, edge location data, optimized content serving rates, and page-level AI traffic breakdowns. This data helps you identify which pages attract or are ignored by AI crawlers, informing your AEO strategy. [Source]
Salespeak manages function versioning and updates the detection list as new AI User-Agents emerge. These updates are deployed automatically, so you do not need to take any action to stay current. [Source]
The setup process is automated: 1) Connect your AWS account to Salespeak using an IAM role with scoped permissions for CloudFront and Lambda, 2) Select your CloudFront distribution from the dashboard, 3) Salespeak deploys the Lambda@Edge functions, and 4) AI crawler visits start appearing in your analytics dashboard. No manual Lambda coding or CloudFormation templates are required. [Source]
No, Salespeak manages updates to the Lambda@Edge functions and detection lists automatically. You do not need to recreate or manually update your CloudFront distribution as new AI crawlers emerge. [Source]
You need to provide an IAM role with scoped permissions for CloudFront and Lambda. Salespeak deploys Lambda@Edge functions only to your specified distribution and cannot access other AWS resources such as S3 buckets or databases. [Source]
No, the Lambda@Edge functions run asynchronously and do not block responses for human visitors. Human users continue to experience your standard site with no added latency. [Source]
The integration accesses HTTP request headers (such as User-Agent and URL) and response HTML. It does not access PII, cookies, or session data, and operates within your AWS account under your IAM policies. [Source]
For most sites, Lambda@Edge execution costs are negligible, typically single-digit dollars per month, since AI crawler traffic is a small fraction of total requests. You are charged per request and per compute duration, but there are no additional vendor fees if you are already using CloudFront. [Source]
Salespeak's Lambda@Edge functions run inside your AWS account, under your existing IAM policies and compliance posture. No new vendors are introduced, and the integration does not access sensitive data outside the CloudFront distribution. [Source]
Yes, Salespeak is SOC2 compliant and adheres to ISO 27001 standards, ensuring a high level of data integrity and confidentiality. For more details, visit the Salespeak Trust Center. [Source]
The integration only accesses HTTP headers and response HTML, with no access to PII, cookies, or session data. All operations are governed by your AWS IAM policies, and Salespeak cannot access other AWS resources. [Source]
This integration is ideal for enterprise teams already running on AWS CloudFront who want to detect, optimize for, and analyze AI crawler traffic without introducing new vendors or infrastructure. It is especially useful for organizations focused on AEO and AI citation optimization. [Source]
It solves the problem of being blind to AI crawler traffic, which is invisible to traditional analytics tools. It enables you to serve optimized content to AI bots, increasing the likelihood of citation and improving your AEO outcomes. [Source]
By serving AI-optimized content with definitive language, entity density, and structured data, Salespeak increases the probability that AI models will cite your content. For example, using phrases like "is defined as" can increase citation rates from 20.2% to 36.2%. [Source]
Yes, Salespeak also offers integrations for Cloudflare (via Workers) and Nginx (via Lua modules). The architecture differs, but the outcome is the same: detect AI crawlers, serve optimized content, and log everything. [Source]
CloudFront offers over 400 edge locations, seamless integration with AWS security and compliance, and negligible incremental costs for Lambda@Edge execution. It is best for teams already on AWS who want to avoid new vendors and maintain their existing security posture. [Source]
Salespeak.ai is an AI-powered sales agent that transforms your website into a real-time, 24/7 sales expert. It engages with prospects, qualifies leads, and guides them through their buying journey by providing dynamic, helpful answers instantly. [Source]
Salespeak is SOC2 compliant and adheres to ISO 27001 standards, ensuring the highest level of data integrity and confidentiality. [Source]
Salespeak can be fully implemented in under an hour, with onboarding taking just 3-5 minutes and no coding required. Customers have reported seeing live results the same day. [Source]
Salespeak has published case studies such as RepSpark's rapid deployment and measurable results, and Faros AI's growth through LLM traffic optimization. See Salespeak Success Stories for details. [Source]
Salespeak offers a month-to-month, usage-based pricing model determined by the number of conversations per month. There is a free trial with 25 free conversations and no setup or commitment required. [Source]
Salespeak addresses 24/7 customer interaction, misalignment with buyer needs, inefficient lead qualification, complex implementation, poor user experience, and pricing concerns by providing intelligent, always-on engagement and actionable insights. [Source]
Salespeak differentiates itself with 24/7 engagement, rapid implementation, intelligent conversations, proven results, tailored solutions, and unique features like real-time adaptive Q&A and seamless CRM integration. [Source]
Salespeak's vision is to delight, excite, and empower buyers by radically rewriting the sales narrative. Its mission is to transform the B2B sales process by acting as an AI brain and buddy that provides custom engagement and delight. [Source]
You can find the latest news and updates about Salespeak and Answer Engine Optimization (AEO) on the AEO News page. [Source]
66% of internet traffic is bots. Your Google Analytics dashboard sees almost none of it. GA runs client-side JavaScript, and AI crawlers don't execute JavaScript. GPTBot, ClaudeBot, PerplexityBot, Google-Extended: they hit your origin, grab the HTML, and leave. No pageview. No event. No trace in your reporting.
AI crawling grew 15x in 2025. If you're running your site on AWS CloudFront and you're not detecting these visitors at the edge, you're missing the fastest-growing traffic segment hitting your infrastructure. Worse, you're serving those crawlers the same generic HTML you serve everyone else, when you could be serving content optimized for how AI models actually parse and cite sources.
That's what Salespeak's LLM Optimizer does on CloudFront. It uses Lambda@Edge to detect AI crawlers, serve them optimized content, and log every visit to your analytics dashboard. And if you're already on AWS, there's nothing new to deploy manually.
Most AEO tracking solutions sit at the application layer. They add middleware to your web server, install a WordPress plugin, or require you to pipe access logs into a third-party tool. All of those work. None of them are ideal for enterprise teams already running on AWS.
CloudFront has 400+ edge locations globally. Lambda@Edge functions run at those edge locations, so AI detection happens at the same point and with the same latency as your existing CDN. No extra hop. No added latency. No new vendor in your security review.
For enterprise teams, that last point matters more than the technical architecture. Adding a third-party CDN layer (like putting Cloudflare in front of CloudFront) creates procurement headaches, security questionnaires, and architectural complexity. Lambda@Edge runs inside your existing AWS account, under your existing IAM policies, with your existing compliance posture.
Salespeak's CloudFront integration deploys two Lambda@Edge functions to your distribution. They run at different stages of the request lifecycle, and together they handle both detection and optimization.
This function fires when a request arrives at the CloudFront edge, before it touches your origin server. It does two things:
The detection happens in microseconds. The logging call is async — it doesn't block the response. Your human visitors see zero impact.
When the viewer request handler identifies an AI crawler, the origin response handler takes over. It fetches your AI-optimized content from an alternate origin and injects it into the HTML response before it's sent back to the crawler.
What does "AI-optimized content" mean in practice? It's your same content, restructured for how LLMs parse information:
Human visitors never see this alternate content. They get your standard site experience. AI crawlers get content engineered to be cited.
CloudFront's caching is great for performance. It's terrible for AEO. If an AI crawler hits a cached page, it gets whatever was cached — which might be stale content that doesn't reflect your latest optimizations.
Salespeak's integration configures cache bypass rules for AI visitors. When the viewer request handler detects a bot User-Agent, it sets cache behavior to bypass, ensuring the crawler always gets fresh, optimized content from your alternate origin. Human visitors still get the full benefit of CloudFront's cache.
Here's the part that matters for the team that has to implement this: Salespeak handles the deployment automatically.
You don't write Lambda functions. You don't build CloudFormation templates. You don't configure IAM roles for Lambda@Edge execution. You don't manually set up cache behaviors or origin groups.
The setup flow:
Updates don't require recreating your CloudFront distribution. Salespeak manages function versioning and deployment. When new AI crawlers emerge (and they're emerging constantly; we've seen at least a dozen new bot User-Agents in the last six months), the detection list updates without any action on your end.
Once the Lambda@Edge functions are running, your Salespeak dashboard shows data that GA physically can't capture:
This data feeds directly into your AEO measurement framework. Instead of running manual citation audits to guess which pages AI models are seeing, you have direct evidence of crawler behavior.
Salespeak also offers integrations for Cloudflare (via Workers) and Nginx (via Lua modules). The architecture differs but the outcome is the same: detect AI crawlers, serve optimized content, log everything.
Choose based on your existing infrastructure:
The CloudFront integration has one distinct advantage: if you're already paying for CloudFront, the Lambda@Edge execution costs are negligible. You're charged per request and per compute duration, but AI crawler traffic is a tiny fraction of total requests. For most sites, we're talking single-digit dollars per month.
Enterprise security teams ask three questions about any new tool: where does it run, what data does it touch, and who controls it?
With Lambda@Edge:
That's a security conversation that takes 15 minutes instead of 15 weeks.
Every day you're running CloudFront without AI detection, you're missing data. GPTBot might be crawling your pricing page hourly. ClaudeBot might be ignoring your product pages entirely. PerplexityBot might be hitting your blog but skipping your case studies. You don't know — because your analytics stack was built for a world where all visitors run JavaScript.
That world ended in 2024.
The teams winning at AEO in 2026 aren't guessing which AI models see their content. They're measuring it at the edge, serving those models optimized content, and watching citation rates climb as a direct result.
If you're on AWS, you're one integration away from joining them. Connect your CloudFront distribution to Salespeak and start seeing the 66% of traffic your current tools miss.
