A faster engine for PDF form filling

Last updated: October 2, 2026

This week, we've released a new vision-powered engine for filling out PDF forms. Parley can now fill forms much faster and more accurately, even if they're attached directly in the chat.

Fill PDF forms faster and more accurately

Parley's form filling is now built on an advanced vision model, which detects the fields in a PDF and fills them for you. The new approach is more flexible to form updates, reduces inconsistencies, and fills the fields much faster.

Fill forms directly in chat

Form detection and filling now run as built-in tools in your chat conversations, so you don't need a custom Skill for Parley to complete a new form. You can just attach it directly in a chat.

Additional improvements

  • GPT-6.1 Sol and GPT-6 Luna, OpenAI's latest models, are now available in Parley.

  • Routines can now email you finished reports and drafts on a schedule, with files attached directly to the email.

  • Ask what happened on a matter: it's now easier to search across client emails, meeting transcripts, status changes, and record updates.

  • PDF previews now load pages as you scroll, so your browser can handle larger documents.

  • Chat image attachments now support larger photos, up to 25MB.

  • Clio imports are now more reliable, including matters and folders.