Oct 19, 2025
How We Built AIclicks’ AI SEO Agent Writing System
Streamlining the user journey helps SaaS brands turn interest into action, improving conversions and user satisfaction.
About AIclicks
AIclicks is an AI visibility and AI SEO platform that helps brands track, analyze, and improve how they appear inside AI-generated answers across ChatGPT, Gemini, Perplexity, and other LLMs.
The solution
1. Structured input instead of prompts
Every article starts from a controlled form with topic, keywords, FAQs, and product context, so the AI works from a clear brief rather than guesswork.
2. SERP-grounded generation
Before writing, the system scrapes the top 10 Google results to understand structure, entities, and patterns that search engines and LLMs already trust.
3. Keyword frequency modeling
The AI analyzes how often keywords appear across ranking pages and uses those ranges as constraints during generation.
4. Brand and product context via RAG
A custom knowledge database injects verified AIclicks language, product details, and first-party insights into every article.
5.Multi-agent orchestration
Different AI agents handle SERP analysis, structure, brand context, and writing, reducing errors and improving consistency.
6. LLM-first content output
Final content is concise, front-loaded with answers, clearly structured, and formatted for easy extraction by LLMs.
7. Automated content repurposing
Each article is automatically transformed into social posts, newsletter snippets, and secondary content to expand AI-visible footprint.
AI writer system flow
Form input
AI scrapes Google Top 10 results
Keyword frequency and density analysis
Custom knowledge database (RAG) check
Multi-agent orchestration
Final LLM-ready content generation
Content repurposing to social and distribution channels
Tools & infrastructure used
Custom AIclicks AI writing engine
Google SERP scraping and analysis
Internal knowledge database (RAG)
Multi-agent orchestration layer
Content repurposing and distribution automations
The results
AIclicks became one of the most frequently cited AI SEO brands in ChatGPT within 90 days
Content consistently appeared in AI-generated answers, not just traditional search results
AI visibility turned into the primary inbound demo and sign-up channel
Outperformed VC-funded competitors without ads, PR, or agencies
100% of results achieved using the same system built for clients
