Workflow 3: Aggressive evaluation with chained brokers
Aggressive evaluation is certainly one of my favourite AI use instances as a result of AI is nice at discovering patterns throughout giant datasets. The secret is 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 further classes, and evaluations 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 device reveals we now have content material gaps, this agent helps me plan subsequent steps based mostly on search quantity.
Consolidate right into a closing agent: The ultimate agent combines these outputs to determine patterns and something the sooner brokers missed.
Acquire information
Earlier than AI analyzes something, I acquire structured information. For Google Enterprise Profile evaluation, this consists of:
For location web page evaluation, I acquire:
- Web page sort
- Inner 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 information, run patterns, and determine gaps.
Here is an instance immediate for GBP classes particularly:
“You’re analyzing native web optimization indicators for [business type] in [city]. Use ONLY the information supplied under. Don’t draw on exterior data. Determine: 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 completely different sample.”
The workflow rapidly surfaces patterns resembling:
- Geo areas your rivals concentrate on that you simply’re lacking
- Evaluation velocity you are not preserving tempo with
- Content material gaps
- Class consensus points, the place your rivals use classes you do not
These insights grow to be the muse for technique, however I nonetheless make the ultimate choices.
