ProductScope AI
0 → 30,000 organic visits in 5 months (AEO Engine v1.0)
SaaS (AI product photography + ecommerce tools)
5 months
Results (High Level)
Validated that an agentic AEO system can compound on a brand-new SaaS domain when it targets high-intent clusters and ships consistently.
The Situation
ProductScope AI operates in fast-moving AI categories where:
- •New tools appear weekly
- •Buyers search in prompts (not keywords)
- •Visibility depends on being the answer in both Google and AI engines
Goals
Scalable Authority
Build scalable topic authority across commercial and "solution-aware" queries.
Dual-Channel Demand
Capture demand from both traditional SERPs and AI answer engines.
Consistent Shipping
Ship consistently, then improve winners with refresh cycles.
Product Discovery
Turn content into product discovery (not just traffic).
What We Did (AEO Engine v1.0, In The Wild)
Topic-first, intent-first mapping
We built clusters that map to buyer journeys:
- ✓"Best X for Y" (comparison, selection, evaluation)
- ✓Tool alternatives and use-case pages
- ✓Workflows and tutorials that naturally lead to the product
LLM-ready content structure by default
Every article shipped with:
- ✓Direct answer sections
- ✓FAQs written in natural language
- ✓Internal links that connect use cases → solution pages
Schema + indexing from day one
We enforced structured markup patterns and fast indexing so new pages could start competing quickly.
Compounding loops
We didn't "publish and pray". We:
- ✓Refreshed pages that started winning
- ✓Expanded clusters where conversions happened
- ✓Added internal links as the library grew
Why It Worked
ProductScope's growth proved a simple truth: AEO is not a tactic. It's an operating system.
When you pair high-intent clusters, answer-first formatting, and always-on publishing and optimization, you get compounding distribution across Google and AI engines.
- ✓High-intent clusters tied to buyer journeys
- ✓Answer-first formatting for AI extraction
- ✓Always-on publishing and optimization cadence
- ✓Compounding loops that reinforce winners
Want to Replicate This for Your SaaS?
Get a free AEO + AI Visibility Audit. We'll map:
- ✓Your highest-leverage clusters
- ✓Where AI engines already mention competitors
- ✓The 100-day plan to compound traffic and pipeline
Limited to 5 new audits per month.