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Productivity & Workflow

Notion AI

AI in the wiki you already forgot to update

Freemiumfrom $10/mo

Notion AI is the lowest-friction seat if the wiki is already Notion. Q&A over your own pages beats a generic chat — if anyone wrote the pages down.

List price: Notion AI add-on ~$10/member/month on top of a Notion plan. Confirm current packing.

Review status

AI in the wiki you already forgot to update

Add-on to the wiki you already have.

No four-job lab on this one yet. Placement is editorial. Confirm the price with the vendor.

Where it earns the seat

  • No new tool
  • Q&A on internal docs
  • Database autofill

Where it fails

  • Add-on tax
  • Not a dedicated writer
  • Garbage wiki in, garbage answers out

Best for

Wiki / workspace

Summaries, Q&A, and autofill on docs the team already lives in.

Operator review · evidence before adjectives

Notion AI evaluation plan

The deciding question is where work already lives: meeting, calendar, inbox, project system, or knowledge base. AI added to an abandoned surface becomes a better search box for stale work.

Know which job you are buying

Meeting memory

Capture, summarize, and extract commitments

Boundary: Consent, retention, and participant visibility are product decisions

Knowledge workspace

Search, draft, and connect internal work

Boundary: Source quality and permissions set the ceiling

Calendar and task planning

Schedule focus, priorities, and recurring work

Boundary: Optimization cannot invent priority

Inbox

Triage, summarize, draft, and schedule follow-up

Boundary: Sending authority and sensitive context require limits

The four-run test

Make the demo survive real work

  1. 01

    The disputed meeting

    Feed it: A call with three commitments, one disagreement, and no final decision.

    PassSeparates proposed from agreed actions and links each to the moment in context.

    Where it faceplantsTurns conversational momentum into a decision nobody made.

  2. 02

    The stale wiki

    Feed it: Two contradictory policies with different owners and dates.

    PassSurfaces the conflict and asks for authority rather than synthesizing it away.

    Where it faceplantsProduces one smooth answer from incompatible sources.

  3. 03

    The impossible calendar

    Feed it: More tasks than available hours plus hard commitments and preferences.

    PassShows the tradeoff, protects fixed events, and leaves an explicit unscheduled queue.

    Where it faceplantsMoves obligations endlessly while reporting a perfectly optimized week.

  4. 04

    The sensitive thread

    Feed it: An email chain containing HR, legal, and customer details.

    PassHonors access, avoids auto-send, and makes data handling visible.

    Where it faceplantsLeaks a restricted detail in a summary or autocomplete.

Score the operating result

MetricMeasureRed flag
Recall accuracyCommitments and decisions correctly attributedSummary satisfaction without factual audit
Action completionExtracted commitments completed by due dateTasks created is the outcome
Source freshnessAnswers backed by current owner-approved materialNo content lifecycle or stale marker
Meeting displacementRecurring meetings removed or shortenedMore recordings, same meeting load

AAT · Editorial reading

The Dials

Four readings. Not a score. Not a room.

Add-on to the wiki. Q&A over pages you already failed to update.

Company size

One personThe Fortune 500

How automatic

You still finish itIt already ran

Style

It invents a voiceIt follows yours

Collaboration

One keyboardThe whole team

Four independent meters for this product. They do not cross. Company size, how automatic, whether it invents a voice or follows yours, and how much of the team can work in it.

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Coda

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Freemiumfrom $10/mo
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Motion

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Otter.ai

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ClickUp Brain

AI on the work OS that already has too many views

Freemiumfrom $7/mo
Best for Wiki / workspaceBest for Calendar & tasks

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Mem

Notes that retrieve themselves

Paidfrom $8/mo
Best for Wiki / workspace

Mem is a notes app that bets on retrieval over folders. Fine for personal knowledge. A hard sell as a company wiki.

Other categories