The easiest way to misunderstand the workplace AI market is to open three pricing pages and compare the rows with a sparkle icon. Notion, Confluence and Coda can all summarize a document, draft text and answer questions over work. The meaningful difference is increasingly elsewhere: which plan unlocks the button, whose account creates the allowance, whether the allowance is shared, and what happens when the keenest user keeps clicking.
For a while, the contrast looked simple. Notion sold AI as an optional, per-seat layer on top of a workspace subscription. Atlassian placed its intelligence features inside Confluence's higher tiers. Coda attached AI to its unusual Doc Maker model. That story had the appealing shape of a feature grid. Then the packaging moved.
In May 2025, Notion introduced new Business and Enterprise plans with its core AI toolkit included. Customers who had bought Business or Enterprise plus the old AI add-on received the new features immediately. Existing subscriptions moved to new pricing on renewal after a grace period. The separate line item had served its purpose: it taught buyers that embedded AI had value. The bundle now teaches a different lesson. AI is becoming part of what a serious workspace is.
The sticker price tells you where AI starts. The meter tells you how your team will live with it.
The old comparison has expired
Notion's current help pages say full Notion AI is available on Business and Enterprise, while Free and Plus receive a limited number of complimentary responses. That makes the original pricing wedge with Confluence a historical one, not a current rule. Confluence now goes further in one respect: Atlassian says Rovo Search, Chat, Agents and Studio are available across Standard, Premium and Enterprise cloud subscriptions, with no separate Rovo purchase required for eligible sites.
But “included” has acquired fine print. Atlassian assigns Rovo credits per user per month according to product and edition, then pools them at the organization level. The credits reset monthly and do not roll over. Its published allowance gives Confluence Standard fewer credits per user than Premium, and Premium fewer than Enterprise. Atlassian also distinguishes Rovo credits from other quotas and says it will give notice before additional usage can create a bill.
Notion has a similar split between broad access and expensive actions. Its Business and Enterprise plans include common features such as basic database autofill. Custom Agent Autofill, which can use richer context, web search and multi-step reasoning, consumes Notion credits. A plan can therefore include AI while a particular kind of agentic work remains metered. This is less a contradiction than an emerging convention: the subscription buys the interface and a baseline of intelligence; compute-heavy behavior gets a counter.
Core AI access sits in Business and Enterprise. Some advanced agent actions use credits.
Paid cloud editions include Rovo with an organization-wide monthly pool that scales by seats and tier.
Paid Doc Makers create a shared credit pool. Editors and viewers do not add to the bill.
Coda prices the right to make
Coda's model starts from a sharper definition of labor. A Doc Maker can create docs and pages and use Coda AI. Editors can update existing pages; viewers can read them. On paid workspaces, Coda charges for Makers and leaves editors and viewers free. Each paid Maker also contributes credits to one workspace pool: Coda currently documents 2,000 monthly credits per Maker on Pro, 6,000 on Team and 12,000 on Enterprise.
That distinction can matter more than the advertised per-seat price. Picture a product team with five people who design systems and 45 colleagues who mostly update rows, comment and read. A Maker model lets the small group carry the paid architecture while the wider company participates. Now picture a consultancy where nearly everyone creates client docs. The same model loses much of its edge. Pricing is an organizational mirror.
Coda is unusually concrete about the meter. It describes a credit as roughly 40 English characters, or about 7.5 words, counting both input and output. Credits are pooled, so a long document sent for a short summary can cost more than the modest output suggests. Teams that run out can upgrade, add paid Makers, or buy extra credits. The documented options include an unlimited AI package priced per Doc Maker. The name says unlimited; the multiplication still happens across the Maker roster.
Bundles solve one problem and hide another
There is a real benefit to this shift. A team does not have to buy a separate assistant, negotiate another data agreement, or teach employees where to paste sensitive meeting notes. The model can work where the documents already live and respect the permissions already attached to them. Notion can search a workspace and connected apps. Rovo can operate across Atlassian's work graph. Coda AI can sit inside tables and automations rather than wait in a separate chat window.
The trade is legibility. A separate add-on was annoying, but visible. A bundled feature turns the buying conversation into a maze of tier upgrades, eligible roles, pooled allowances and premium actions. It also makes comparisons unstable. A company can expand inclusion this quarter and introduce a new meter the next. A procurement spreadsheet built around “AI: yes” will age badly.
Notion suits teams already ready for Business controls and broad embedded AI access.
Confluence gains leverage when Jira and other Atlassian context matter across the company.
Coda can favor organizations with a small group of Makers and many editors or viewers.
Run the awkward spreadsheet first
A useful pilot begins before anyone writes a prompt. Draw the team by behavior. Count the people who create new systems, the people who edit existing work, the people who search, and the few who will automate everything they touch. Then price the minimum tier that provides the security, permissions and integrations you need, even without AI. The difference between that number and the AI-ready plan is the more honest AI premium.
Next, model uneven use. Pooled credits are friendly to a company where most people ask a few questions and a handful ask many. They become tense when one department runs large documents or agents against the common pool. Ask whether administrators can see usage early enough to intervene, whether unused allowance vanishes, and what the vendor does at the limit: slow the feature, stop it, request an upgrade or charge more.
Finally, test work, not tricks. Give each product the same recurring jobs: turn meeting notes into assigned tasks, answer a policy question with citations, update a status report from source material, and classify a table of customer feedback. Record how often a human must repair the result. A cheaper credit is expensive if it creates a second editing job.
The five-line buying brief
- Count billable roles, not total collaborators.
- Price the minimum acceptable base tier.
- Map which actions consume pooled or premium credits.
- Stress-test the heaviest likely user.
- Measure corrected output, not generated output.
The interface is becoming ordinary
Soon, the absence of an AI button in a workplace suite may look as strange as the absence of search. That does not make the products interchangeable. It moves differentiation down into context, trust, workflow and economics. The best fit may be the suite that understands your company's documents. It may be the one whose permission model lets the right people build. It may simply be the one whose meter matches how work actually happens.
Notion's retired add-on marks the end of a useful early phase. AI once needed its own price to prove it deserved one. Now it helps sell the plan. Buyers should welcome the simpler checkout and keep reading. The most consequential row in the pricing table may no longer say AI at all. It may say Business, Premium, Maker or credits.
Questions buyers actually ask
Is Notion AI still a separate paid add-on?
Not in current Business and Enterprise packaging. Notion folded its core AI toolkit into those plans in May 2025. Free and Plus users receive limited trial responses.
Does Confluence include AI?
Eligible paid Confluence Cloud editions include Rovo features and monthly pooled usage allowances. The allowance and available controls vary by edition.
How does Coda charge for AI?
Paid Doc Makers contribute plan-based AI credits to a shared workspace pool. Editors and viewers do not create paid seats under Coda's core Maker model.
Which product has the cheapest AI?
It depends on team roles, the required base tier and actual usage. A Maker-heavy team, a large Confluence site and a Notion workspace upgrading to Business produce very different totals.
What should a team measure in a pilot?
Measure completed, corrected work. Track source accuracy, human repair time, credit use, permission fit and what happens when a heavy user approaches the allowance.