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Helping models write better for more people.
35,000+ partner sites. 102 million monthly active readers across their articles.
Writing gets better when it meets real readers. We partner with model teams, publishers and writing platforms to turn audience responses into feedback for evaluation and reinforcement learning.
Explore what helps people understand, stay engaged and find value. Our endpoints connect writing with reader responses across audiences, languages and contexts.
Example publisher placements 35,000+ sites
Salon
BabyCenterBuilt by a team from
Articles & blogs
WRITINGWhat makes writing useful?
Read time · Engagement · Reader feedback02Clarity & understanding
WRITINGWhat helps people understand?
Reader feedback · Reading completion03Writing for more people
WRITINGWhat resonates across contexts?
Engagement · Read time · SharesBetter writing needs more than a score
Fluent text is only the beginning. What makes an article useful or an explanation clear depends on the reader and the context.
Our writing partnerships connect model outputs with real-world reader responses. Together, we define the writing task, compare variants and bring measurable feedback into evaluation and learning.