Client delivery teams
SEO and content agencies
Standardize AI-readiness audits into a repeatable deliverable with clear priorities and measurable follow-up.
Product Narrative
Use Cases
Practical ways teams use GM as a technical compiler for AI-web readiness, execution, and reporting.
Demand + content owners
In-house marketing teams
Identify high-impact on-page blockers before spending cycles on low-leverage adjustments across large site sections.
Lean execution teams
Founders and operators
Get immediate technical clarity without stitching together fragmented outputs from multiple monitoring dashboards.
Content operations
Editorial and publisher teams
Improve machine readability and extraction reliability for high-volume article libraries and evergreen content hubs.
Cross-functional execution
Platform and growth teams
Use audit output as a shared technical language between content, SEO, and engineering during optimization sprints.
Early product adopters
Beta programs and pilots
Run baseline and post-change rescans to prove that changes are measurable before broad rollout decisions.
Run the workflow
Start with one URL, review diagnostic blockers by metric, implement focused fixes, then rescan to validate movement. Repeating this loop gives teams an MRI + prescription workflow instead of one-time thermometer snapshots.