Workflow 3: Aggressive evaluation with chained brokers
Aggressive evaluation is considered one of my favourite AI use circumstances as a result of AI is nice at discovering patterns throughout giant datasets. The secret’s giving every agent one job.
Give every agent a job
Every agent completes one job earlier than passing structured output to the subsequent stage:
Agent 1, GBP classes: Seems to be on the classes for the enterprise I am working with, finds extra classes, and critiques competitor classes.
Agent 2, Location and repair space pages: Seems to be at rivals’ location or service space pages, compares them to ours, and identifies variations.
Agent 3, Content material gaps: If a instrument exhibits we have now content material gaps, this agent helps me plan subsequent steps primarily based on search quantity.
Consolidate right into a ultimate agent: The ultimate agent combines these outputs to determine patterns and something the sooner brokers missed.
Acquire knowledge
Earlier than AI analyzes something, I gather structured knowledge. For Google Enterprise Profile evaluation, this consists of:
For location web page evaluation, I gather:
- Web page kind
- Inside hyperlinks
- Content material construction in comparison with rivals
- Historic natural efficiency
Run aggressive evaluation in 4 steps
The entire aggressive evaluation runs in 4 steps: outline your dataset, pull the info, run patterns, and determine gaps.
Here is an instance immediate for GBP classes particularly:
“You’re analyzing native search engine marketing indicators for [business type] in [city]. Use ONLY the info offered under. Don’t draw on exterior information. Establish: 1) the most typical main class, 2) secondary classes in 3+ rivals, 3) any class patterns within the high 3 that differ from others. Return a structured desk. Flag any enterprise with a considerably totally different sample.”
The workflow shortly surfaces patterns reminiscent of:
- Geo areas your rivals give attention to that you just’re lacking
- Overview velocity you are not protecting tempo with
- Content material gaps
- Class consensus points, the place your rivals use classes you do not
These insights turn into the inspiration for technique, however I nonetheless make the ultimate choices.








