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Agent-Ready

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.

Audited June 12, 2026 · Rubric v0 · 3 page(s) evaluated

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

Machine Readability59 / 100
Chunking59 / 100
Control55 / 100
Status65 / 100
Defaults83 / 100
Clean Handoffs50 / 100
No Shadow UI15 / 100
Transparency18 / 100

Key findings

Transparency
Attach source references or input citations (link or id) to generated outputs.
Transparency
Offer a one-line summary plus an expandable drill-down for important results.
Control
Gate destructive actions behind an explicit, distinctly-labelled confirmation step — not a same-styled button.
Transparency
Surface confidence/certainty on key outputs (a confidence field in API responses, or a 'verified vs best-guess' label in the UI).
Machine Readability
Add JSON-LD (schema.org) describing the page's primary entities.
Chunking
Phrase headings as the questions they answer ('How do I cancel?').
Defaults
Among the stronger areas for Grammarly, scored 83/100.
Status
Among the stronger areas for Grammarly, scored 65/100.
Chunking
Among the stronger areas for Grammarly, scored 59/100.

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 (
    ,
  • Surface confidence scores or certainty labels on grammar and style suggestions, either as a field in API responses or as visible 'verified' vs 'best-guess' indicators in the UI.
  • Expose an activity or audit log in machine-readable format (such as a JSON event stream) that records suggestions made, user actions, and document changes, with a visible UI representation.
  • Rephrase documentation headings as direct questions (e.g., 'How do I cancel my subscription?') to help agents quickly locate relevant procedures.
  • Attach source references—such as rule IDs, style guide links, or grammar principles—to each generated suggestion so agents can trace reasoning and validate outputs.

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<a href="https://agentability.io/index/grammarly.html"> <img src="https://agentability.io/badge/grammarly.svg" alt="Grammarly — Agentability score 50/100 (Agent-Ready)" /> </a>