How agent-ready is Grammarly?
Independent agentability audit of Grammarly, scored across the 8 principles of Agent Factors Engineering — how well AI agents can parse, navigate, and operate it.
Audit summary
Grammarly's overall agentability score of 44/100 (averaged across homepage, pricing, and documentation) indicates that autonomous AI agents will encounter moderate to significant friction when attempting to parse and operate the platform. The product performs adequately on defaults (83/100) and status visibility (65/100), but falls short in transparency (18/100) and shadow UI avoidance (15/100)—two principles critical for machine interpretation of user actions and system outputs.
The low transparency score reflects a lack of structured metadata around generated content: agents cannot easily trace suggestions back to their source rules, understand confidence levels, or access machine-readable audit logs. Similarly, weak shadow UI avoidance suggests heavy reliance on client-side rendering or dynamic interface elements that are difficult for agents to discover and interact with programmatically. Mid-range scores in machine readability (59/100) and chunking (59/100) point to incomplete semantic HTML structure and headings that do not clearly signal their purpose.
Documentation scored lowest at 36/100, indicating that agents seeking integration guidance or product capabilities will struggle. To improve agent-readiness, Grammarly should prioritize structured metadata, semantic HTML, and clearer exposure of system reasoning and state changes.
Score by principle
Key findings
How Grammarly could improve its score
To improve agentability, Grammarly should implement the following changes:
- Add JSON-LD structured data using schema.org vocabularies to describe page entities, enabling agents to extract product features, pricing, and capabilities programmatically.
- Replace generic and elements with semantic HTML5 landmarks (
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