Diary Academy / AI Feedback

Many perspectives. One evidence boundary.

Diary AI Feedback preserves attributed provider perspectives, separates Team AI commentary, keeps human decisions explicit and never presents a provider candidate as an endorsement.

12 external providersplus Team AI as a clearly marked internal baseline.
4 categoriesso providers are compared by fit, not by an invented universal rank.
7 rubric dimensionsweighted to 100 with evidence and citations first.
10 lifecycle stagesfrom attributed capture to governed follow-up and archive.
Provider panel

At least ten, organized by purpose.

A contribution count or score stays unavailable until exact evidence and a human review exist.

General reasoning and dialogue

ChatGPT, Gemini, Claude, Grok and Meta AI support broad product, team and strategy interviews.

Research and cited search

Perplexity and Microsoft Copilot support time-sensitive claims, references and competing evidence.

Enterprise and model ecosystems

Cohere, Mistral Le Chat, DeepSeek, Qwen and Amazon Nova broaden governance, multilingual and ecosystem perspectives.

Internal working baseline

Team AI is compared separately and is never presented as an independent external reviewer.

Recorded metrics

Contribution count, last interview, response time, languages, access conditions and evidence state stay attached to the exact provider record.

Human authority

Leo or Diane records the consequential decision before any public candidate advances.

Evaluation rubric

Evidence before eloquence.

Evidence and citations carry 25%, insight 20%, constructive challenge and actionability 15% each, uncertainty and clarity 10% each, and governance fit 5%. The weights describe the Diary method—not a claim of universal provider quality.

CapturePreserve the original attributed contribution.
ReviewSeparate fact, inference, opinion and unavailable evidence.
DecideRecord the human purpose, audience and disposition.
PublishUse a separately approved destination and retain its receipt.

Public learning page

This page explains the method, categories and current candidate panel without exposing private prompts or conversations.

Protected evidence Desk

Attributed contributions, internal commentary, classifications and human decisions stay inside Diary Core.

Open AI Feedback Desk