Products in Text

Turn product mentions into affiliate links as your AI types

Your AI already recommends products. ChatAds detects those mentions in real time and wraps them with the right affiliate link — in under 200ms.

The problem

Your AI mentions products constantly but there's no revenue behind it. Extracting those mentions yourself means calling an LLM on every message — adding 1-4 seconds of latency and building your own affiliate lookup pipeline.

How ChatAds helps

One API call identifies the product mention and returns an affiliate link in under 200ms. No LLM required, no pipeline to build — just send the message and get the link.

How it works

One API call per message. We handle the rest.

1

Send the AI response

Pass your chatbot's text output to the ChatAds API as it streams or after it completes.

2

We extract the product

Our NLP pipeline identifies the best product mention — branded or generic — and picks the right keyword to monetize.

3

You get the link

We return the keyword and an affiliate URL. Wrap the text, display a card, or build your own UI — your call.

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Product mentions automatically linked to affiliate offers inside the conversation.

Compare approaches

Three ways to monetize product mentions in AI text

Build It Yourself DIY with LLMs + affiliate APIs Existing Tools SiteStripe, affiliate plugins, link managers ChatAds Built for AI conversations
How it works Prompt an LLM to extract products, then query Amazon PA-API or affiliate network APIs for links Pattern-match pre-configured keywords in static content. Not designed for dynamic AI output. Send the message, get back a keyword + affiliate URL. One call.
Latency 1-4 seconds (LLM extraction + API lookup) N/A — runs on static pages, not real-time chat ~200ms average. Non-product messages fail fast in <50ms.
Keyword extraction You build and maintain prompt engineering for extraction. Results vary by model. Manual keyword lists that you maintain. Doesn't understand AI-generated context. Automatic NLP extraction. Handles branded products, generic mentions, and conversational phrasing.
Maintenance Ongoing: prompt tuning, API changes, rate limit management, caching Keyword lists go stale. Plugin updates break things. Managed service. We handle extraction, link resolution, and network changes.
Time to integrate Weeks to months Not applicable to AI chat Under an hour

Build It Yourself

DIY with LLMs + affiliate APIs
  • Latency: 1-4 seconds (LLM + API)
  • Extraction: Build prompt engineering for each model
  • Maintenance: Ongoing prompt tuning, rate limits, caching
  • Time to build: Weeks to months

Existing Tools

SiteStripe, affiliate plugins
  • AI compatible: No — built for static content
  • Extraction: Manual keyword lists
  • Maintenance: Lists go stale, plugins break

ChatAds

Built for AI conversations
  • Latency: ~200ms. Non-product messages <50ms.
  • Extraction: Automatic NLP — branded and generic
  • Maintenance: Managed service
  • Time to integrate: Under an hour
Get started for free

Integrate however you build

SDKs, no-code tools, and AI-native protocols. Get up and running in under an hour.

Ready to monetize your AI conversations?

Join AI builders monetizing their chatbots and agents with ChatAds.

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