Best practices for building high-accuracy custom summary templates?

General
1

Hey everyone — I’m trying to push Pocket’s custom templates pretty hard and wanted to ask for some guidance on how the template system actually interprets prompts.

I’m using Pocket as a long-term memory layer / Chief of Staff for real conversations: business calls, strategy sessions, social conversations, family discussions, and idea capture. My goal is not just a clean summary — I’m trying to preserve accurate speaker attribution, decisions, action items, relationship updates, useful context, and “what to watch next” without the output becoming too long or essay-like.

I’m currently testing a condensed custom template with sections like:

  • Main Summary
  • Key Takeaways
  • Relationships & Thoughts
  • Action Items & Open Loops
  • Predictions & Signals

The main things I’m trying to understand are:

  1. When using a custom template, does Pocket treat every section as mandatory, or can the model naturally shorten/skip sections depending on the conversation?
  2. Does Auto Detect use a different internal prompt or structure than custom templates?
  3. Are custom templates interpreted section-by-section, or as one full prompt?
  4. Is there a best practice for getting more accurate speaker/entity attribution, especially when a transcript includes active speakers, background voices, and people being discussed?
  5. Can templates reliably use instructions like “label plans as confirmed, tentative, discussed, or unclear”?
  6. Are XML-style blocks like <pocket:timeline> officially supported in custom templates, or are those only generated by built-in themes?
  7. Is there an ideal character length for each section prompt before quality starts dropping?
  8. Does Pocket use imported profile/memory context during template generation, and if so, how heavily does it weigh that compared to the transcript?

My ideal output is something close to Auto Detect’s adaptive structure, but personalized: concise, accurate, skimmable, and smart enough to capture relationship dynamics, action items, and future signals without over-explaining.

One feature request: I’d love a pre-summary “cast list” or speaker/entity review step where I can confirm:

  • active speakers
  • background voices
  • people discussed
  • uncertain names/entities

That would make long-term memory and relationship tracking much more accurate.

Would love any guidance from the Pocket team or power users on how to structure templates for the best results.

8 Likes
2

I’d like to get more information on this as well. I’ll go searching, but time is limited. I not this has been online for 28 days with no response other than mine now. I might put in a support ticket if no response soon.

3

I just found in “Ask Pocket” on my iPhone app or desktop app when i asked “How do I use templates”?
"Pocket uses templates to structure your conversation summaries. You can choose from preset themes or create your own if you have a Pro subscription.

Accessing Templates
To find and manage your templates:

  1. Open the Pocket app and go to Settings.
  2. Tap on Summary settings.
  3. Select Summary themes.

Preset Themes
Pocket includes several optimized presets:
• Meeting: Focuses on decisions and action items.
• Interview: Highlights questions and detailed answers.
• Journaling: Captures reflections and recurring thoughts.
• Casual Talk: Lightweight summaries for informal chats.

Creating Custom Templates (Pro)
If you need a specific structure, you can create a Custom template:

  1. In the Summary themes screen, tap + Create new template.
  2. Define Sections: Give each section a title and specific instructions for the AI (e.g., “Key Delta: Identify the primary change discussed”).
  3. Toggle Generate Action Items if you want the template to automatically extract tasks.

Once a template is selected as your default, it will be applied to all future recordings."

A few interesting things for me:

  1. I need to have Pocket Pro to create a Custom template
  2. Once a template is selected as your default, it will be applied to all future recordings.

Two explains why things that are not meetings are being summarised as meetings.

I wonder if, during a trial period of Pro, a template is set up will that remain even if Pro subscription is not continued?

1 Like
4

@DmbMonk, I don’t think any of the above information from me answer any of your questions :face_with_raised_eyebrow: