๐Ÿ“‹ Knowledge Base

Notion vs Confluence vs Coda (2026)

A major reversal from the last check on this page: Notion discontinued its standalone $8/month AI add-on in May 2025. Full Notion AI is now bundled exclusively into Business โ€” which itself rose from $15 to $20/user/month. Free and Plus users get only a limited AI trial, not ongoing access. Confluence (~$6.05 Standard, ~$11.55 Premium) and Coda (Free, Pro $10, Team $30/Doc Maker) held up largely as before.

๐Ÿ“… Verified July 2026 ๐Ÿงฎ True-cost calculator ๐Ÿ“‹ 3 tools compared โœ… Pricing sourced directly from vendor pages
๐ŸŽฏ Who is this comparison for?

Find yourself first

๐Ÿ“

Teams building a company wiki or knowledge base

Weighing all-in-one flexibility against engineering-focused depth.

๐Ÿ”—

Engineering teams on Jira

Evaluating Confluence's native ticket-to-doc integration.

๐Ÿงฎ

Teams wanting interactive documents

Formulas, automations, and calculated fields matter here โ€” Coda's specialty.

๐Ÿค–

Anyone budgeting for Notion AI

The AI cost model changed significantly โ€” worth understanding before committing.

๐Ÿ”„

Teams consolidating multiple tools

Comparing all-in-one workspace pricing against per-tool sprawl.

๐Ÿ’ธ

Large teams evaluating Coda's Maker Billing

Only doc creators pay โ€” a real structural cost advantage for the right team shape.

โš ๏ธ Notion's AI model has completely changed

The $8 add-on is gone

Notion discontinued its standalone $8/user/month AI add-on for new Free and Plus customers in May 2025. The prior version of this page's central claim โ€” that AI is available on any plan for $8/month and is "NOT locked to Business" โ€” is now the opposite of reality. Confirmed across 7+ independent sources, several explicitly citing notion.com/pricing: full Notion AI (Notion Agent, Ask Notion, AI Meeting Notes, Enterprise Search) is now bundled exclusively into Business and Enterprise. Free and Plus users receive only a limited AI trial allocation, not ongoing access. Notion Business itself rose from $15 to $20/user/month (annual; $24 monthly) alongside this change. Notion Plus remains $10/user/month annual, unchanged. New since the last check: Custom Agent credits now bill separately on top of Business/Enterprise at roughly $10 per 1,000 credits (introduced May 4, 2026). Confluence's core pricing and Coda's Maker Billing model both held up largely as previously described.
โšก Quick verdict

The 10-second answer

๐Ÿ† Best All-In-One Workspace

Notion

Free plan (unlimited pages, 10 guests). Plus $10/user/mo. Business $20/user/mo (corrected, was $15) โ€” now the ONLY way to get full AI, which is bundled in, not a separate add-on. Custom Agent credits bill separately on top.

Free โ†’ $10 โ†’ $20/mo
๐Ÿ”ง Best for Engineering Teams on Jira

Confluence

Free up to 10 users. Standard ~$6.05/user/mo โ€” cheapest paid tier here. AI (rebranded "Rovo") on Premium (~$11.55/mo), possibly extending to Standard โ€” verify directly.

Free โ†’ ~$6.05 โ†’ ~$11.55/mo
๐Ÿงฎ Best for Interactive Docs

Coda

Free (1 doc maker). Pro $10/Doc Maker/mo, Team $30/Doc Maker/mo โ€” confirmed unchanged. Unique: only doc creators pay, editors/viewers free. AI included but credit-metered.

Free โ†’ $10 โ†’ $30/maker/mo
๐Ÿงญ 10-second decision matrix

Match your situation

Your situationBest fitWhy
You want docs, databases, wikis, and projects in one toolNotionMost flexible all-in-one workspace โ€” adapts to any use case.
Your engineering team uses JiraConfluenceNative Jira integration โ€” tickets link directly to docs.
You need formulas, automations, and calculated fields in docsCodaClosest to spreadsheet logic in a document โ€” buttons, rules, formulas.
You want Notion AI and were hoping to avoid BusinessVerify pricing firstThe $8/mo add-on is discontinued โ€” full AI now requires Business at $20/user/mo.
Most of your team only reads docs, few people create themCodaMaker Billing: only doc creators pay. Large teams with few creators = much lower cost.
You want the cheapest paid knowledge baseConfluence Standard ~$6.05Cheapest per-user paid tier with enterprise pedigree.
You're budgeting for AI-heavy Notion useBudget beyond seat priceCustom Agent credits (~$10/1,000) bill separately on top of Business/Enterprise.
Non-engineering teams need a general company wikiNotionMore flexible, easier interface for non-technical users vs Confluence.
๐Ÿงฎ StackCoast True-Cost Calculator

What will your team actually cost?

Notion and Confluence charge per user. Coda charges only for Doc Makers (users who create docs) โ€” editors and viewers are free. Enter your team size to compare total monthly cost.

Knowledge Base Tools โ€” Monthly Cost by Team Size
Verified pricing ยท Notion figures reflect the corrected AI/Business bundling
Free Tool
Total team size โ€” 10 Coda Doc Makers (as % of team) โ€” 30%
๐Ÿ† CHEAPEST SELECTED
Notion
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๐Ÿ† CHEAPEST SELECTED
Confluence
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๐Ÿ† CHEAPEST SELECTED
Coda (Doc Makers only)
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Pick tiers and team size to compare.
Try Coda โ†’

โš ๏ธ Notion Business is now the only way to get full AI (bundled, not a separate add-on) โ€” selecting it assumes you want AI included. Coda's Doc Maker percentage is adjustable above; the rest of your team (editors/viewers) is always free on any Coda plan.

โœ“ Results copied to clipboard
๐Ÿ“Š Key stats

The numbers that matter

DiscontinuedNotion's standalone $8/mo AI add-on
gone since May 2025 for new Free/Plus customers
$20/userNotion Business (corrected)
was $15 โ€” now the only way to get full AI, bundled
~$10/1,000Notion Custom Agent credits (new)
bills separately on top of Business/Enterprise
~$6.05/userConfluence Standard โ€” cheapest paid tier here
confirmed, minor variance from sliding-scale pricing
Editors freeCoda Maker Billing (confirmed unchanged)
only Doc Makers pay โ€” Pro $10/maker/mo
$2-12/makerCoda AI credit top-ups (new detail)
extra credits beyond plan allocation, metered by usage
๐Ÿ“Œ Real-world cost example, corrected: A 20-person team wanting full Notion AI now needs Business at $20/user/month = $400/month โ€” there's no cheaper path to full AI anymore, since the old "Plus + AI add-on" route ($10 + $8 = $18/user) is gone for new customers. Confluence Standard: 20 ร— $6.05 = ~$121/month. Coda Pro (if only 5 people create docs): 5 ร— $10 = $50/month (15 editors free). Coda's Maker Billing remains the cheapest option for large teams where most people only read or edit docs โ€” and now the gap versus Notion is even larger given Notion's price rise.
๐Ÿ‘€ At a glance

Three tools, three cost shapes

Notion โ€” The Everything Workspace, With a Reworked AI Model

Free โ†’ $10 โ†’ $20/mo

Notion's flexibility remains its defining characteristic โ€” docs, wikis, projects, databases, and CRM all in one workspace, with the most capable database views (six types) and largest template library (10,000+) in this comparison. What changed materially: the standalone $8/month AI add-on that let Plus users add AI without upgrading to Business was discontinued for new customers in May 2025. Full Notion AI โ€” Notion Agent, Ask Notion, AI Meeting Notes โ€” is now bundled exclusively into Business, which itself rose from $15 to $20/user/month.

Strengths
  • Most flexible all-in-one โ€” docs, wikis, databases, projects, CRM
  • Best database views (Table, Board, Calendar, Gallery, Timeline, List)
  • Largest template library (10,000+)
  • Business bundles full AI at no additional per-feature charge beyond the seat price
Weaknesses
  • No cheaper path to full AI anymore โ€” Business ($20/user/mo) is now required
  • Custom Agent credits (~$10/1,000) bill separately on top of Business/Enterprise for heavy AI use
  • Free and Plus users get only a limited AI trial, not ongoing access
  • Can become disorganized at scale without governance
Try Notion Free โ†’

Confluence โ€” Engineering Documentation Standard, Cheapest Per-User

Free โ†’ ~$6.05 โ†’ ~$11.55/mo

Confluence remains the standard for software engineering documentation, with native Jira integration linking tickets directly to architecture docs and runbooks. At roughly $6.05/user/month for Standard, it's the cheapest paid knowledge base option here, with a free plan covering teams up to 10 users. Atlassian's AI has been rebranded "Rovo," and โ€” worth verifying directly before relying on it โ€” at least one source suggests it may now extend to the Standard tier rather than being Premium-exclusive.

Strengths
  • Cheapest paid plan in this comparison, confirmed via multiple sources
  • Best Jira integration โ€” tickets link directly to documentation
  • Strong for technical runbooks, architecture docs, ADRs
  • Rovo AI (rebranded from Atlassian Intelligence) may now be available from Standard โ€” verify directly
Weaknesses
  • Interface feels dated vs Notion or Coda
  • Not suitable for non-technical / general company wikis
  • Becomes a doc graveyard without active curation
  • Sliding-scale pricing means your exact per-user rate varies by team size
Try Confluence Free โ†’

Coda โ€” Spreadsheet Power in a Document Interface, Confirmed Stable Pricing

Free โ†’ $10 โ†’ $30/maker/mo

Coda's Maker Billing model โ€” only users who create documents pay, editors and viewers are always free โ€” was confirmed accurate and unchanged this pass: Free, Pro at $10/Doc Maker/month annual ($12 monthly), Team at $30/Doc Maker/month annual ($36 monthly). Given Notion Business's price rise, the cost gap between Coda and Notion for large teams with few document creators is now even wider than before.

Strengths
  • Only charges for Doc Makers โ€” editors and viewers are free, confirmed stable pricing model
  • Most powerful formula engine โ€” closest to spreadsheet in a doc
  • Best automations: buttons, rules, form-to-table flows
  • Coda AI included on paid plans, not a separate seat-price add-on
Weaknesses
  • AI credits are metered and pooled โ€” heavy use requires $2-12/Doc Maker/month top-ups
  • Free plan capped at 50 objects and 1,000 rows for shared docs
  • Steeper learning curve for formulas than Notion
  • Smaller template library and community than Notion
Try Coda Free โ†’
๐Ÿšฆ At-a-glance scorecard

Strengths at a glance

CriteriaNotionConfluenceCoda
Free planUnlimited pages + 10 guestsUp to 10 users, full features1 doc maker, unlimited viewers
Full AI accessBusiness only, $20/mo (corrected)Rovo AI, Premium (maybe Standard+)Included on paid plans, credit-metered
Paid entry pricePlus $10/user/moBest โ€” ~$6.05/user/moPro $10/Doc Maker/mo
Database/formula powerBest views โ€” 6 typesLimited table viewsBest โ€” spreadsheet-grade formulas
Jira integrationThird-party onlyBest โ€” nativeVia integrations/Packs
Large team value (few creators)Per-user โ€” expensive at scalePer-user โ€” expensive at scaleBest โ€” Maker Billing, gap now wider

๐ŸŸข STRONG  ยท  ๐ŸŸ  ACCEPTABLE WITH CAVEATS  ยท  ๐Ÿ”ด WEAK / WATCH OUT

โš™๏ธ Feature comparison

Feature by feature

FeatureNotionConfluenceCoda
Free planโœ“ Unlimited pages, 10 guestsโœ“ Full features up to 10 usersโšก 1 doc maker, unlimited viewers
Paid entryPlus $10/user/moโœ“ Standard ~$6.05/user/mo โ€” cheapestPro $10/Doc Maker/mo (editors free)
Full AI availabilityโœ— Business only, $20/mo (corrected โ€” no cheaper path)โšก Rovo AI โ€” Premium, possibly Standard+โœ“ Included on all paid plans, credit-metered
Database viewsโœ“ Best โ€” Table, Board, Calendar, Gallery, Timeline, Listโœ— Limited table viewsโœ“ Strong + powerful formulas
Jira integrationโšก Via third-party integrationsโœ“ Native โ€” best in classโšก Via integrations/Packs
Automationsโšก Basic automationsโšก Limited (more on Premium)โœ“ Best โ€” buttons, rules, form logic
Template libraryโœ“ Best โ€” 10,000+ templatesStrong for technical docsGrowing โ€” smaller than Notion
Pricing modelPer userPer userโœ“ Per Doc Maker only โ€” editors free
๐Ÿ’ฐ Verified pricing

Every plan, verified

Notion's entire AI/Business narrative needed reversing this pass. Confluence and Coda both held up largely as previously described, with a few new details added.

TierNotionConfluenceCoda
FreeUnlimited pages/blocks ยท 10 guests ยท limited AI trialโœ“ Full features up to 10 users1 doc maker ยท unlimited editors/viewers ยท 50-object/1,000-row cap
Entry paidPlus $10/user/mo (confirmed unchanged) ยท limited AI trial onlyโœ“ Standard ~$6.05/user/mo โ€” cheapest herePro $10/Doc Maker/mo ยท editors free ยท AI included, credit-metered
AI-inclusive tierBusiness $20/user/mo (corrected, was $15) โ€” ONLY way to get full AI nowPremium ~$11.55/user/mo ยท Rovo AI includedIncluded from Pro โ€” extra credits $2-12/maker/mo if exceeded
Top public tierEnterprise โ€” custom, adds SCIM, audit logsEnterprise โ€” custom, ~$23-25/user/mo reportedTeam $30/Doc Maker/mo (confirmed) ยท Enterprise custom
New metered costCustom Agent credits ~$10/1,000 (new, on top of Business/Enterprise)โ€”AI credit top-ups $2 (2K credits) to $12 (unlimited)/maker/mo
Watch out forNo cheaper AI path exists anymore. AI must be enabled workspace-wide, not per-user.Sliding-scale pricing varies by team size. Becomes a doc graveyard without curation.Maker Billing means actual cost depends on how many people CREATE docs vs just read them.
๐Ÿงฉ Who should use each tool?

Choose by fit

Choose Notion ifโ€ฆ

  • You want one tool for docs, wikis, projects, databases, and CRM
  • Non-technical team members need easy adoption
  • You're prepared to budget for Business ($20/user/mo) if AI matters to your team
  • You need the largest template library (10,000+)
  • You want to consolidate multiple tools into one workspace

Choose Confluence ifโ€ฆ

  • Your engineering team already uses Jira
  • You need technical docs linked directly to Jira tickets
  • You want the cheapest paid knowledge base (~$6.05/user/mo)
  • You are an Atlassian shop (Jira, Bitbucket, Trello)
  • Engineering documentation is the primary use case

Choose Coda ifโ€ฆ

  • You need formula-powered interactive documents
  • Automation (buttons, rules, form logic) inside docs matters
  • Most of your team are readers/editors, not document creators
  • AI included without a per-seat surcharge is important
  • You want the closest thing to a spreadsheet in a document tool
๐Ÿ‘ฅ Best tool by use case

Match the tool to your team

Company wiki

Notion

Most flexible, easiest for non-technical users, best templates.

Engineering docs + Jira

Confluence

Native Jira integration โ€” tickets link to docs natively.

Full Notion AI on a budget

No longer possible

The $8 add-on route is gone โ€” Business ($20/user) is now required.

Large teams (50+ users)

Coda (Maker Billing)

Only pay for doc creators โ€” the cost gap vs Notion just widened.

Cheapest paid plan

Confluence ~$6.05/user

Lowest per-user rate with free plan up to 10 users.

Interactive docs + formulas

Coda

Best formula engine โ€” spreadsheet-grade logic in document interface.

AI included, no separate charge

Coda

AI included on paid plans โ€” Notion now requires the pricier Business tier.

Automations in docs

Coda

Buttons, rules, form-to-table logic โ€” best automation system in comparison.

โš ๏ธ Hidden costs & gotchas

What vendors won't lead with

๐Ÿ”„ Notion's AI add-on is gone โ€” verify any guide claiming otherwise

The standalone $8/user/month AI add-on that worked on any plan was discontinued for new Free/Plus customers in May 2025. If you're reading a guide (or budget) that assumes you can add AI to Plus for $8/month, that information is now stale โ€” full AI requires Business at $20/user/month.

๐Ÿ’ต Notion Business rose 33% alongside the AI bundling change

Business moved from $15 to $20/user/month (annual). A 20-person team wanting full AI now pays $400/month minimum โ€” there's no cheaper path since the old Plus+AI combination is unavailable to new customers.

๐Ÿค– Notion's Custom Agent credits are a new metered cost

Since May 4, 2026, Custom Agents bill separately at roughly $10 per 1,000 Notion credits, on top of the Business or Enterprise seat price. Heavy agent users should budget for this beyond the headline $20/user/month.

๐Ÿ” Coda's Maker Billing model requires knowing your actual creator count

Coda's $10/Doc Maker/month rate sounds similar to Notion's $10/user/month โ€” but only users who create documents pay. A 50-person team where 5 people create docs pays $50/month on Coda Pro versus what would now be $1,000/month if that same team needed full AI on Notion Business.

๐Ÿ’ณ Coda's AI is included but metered โ€” heavy use costs extra

AI credits are pooled at the workspace level and reset monthly with no rollover. Once you exceed your plan's allocation, extra credits cost $2-12 per Doc Maker per month depending on the tier โ€” a team of 5 Doc Makers going unlimited adds $60/month on top of the base plan.

๐Ÿ“š Confluence becomes a doc graveyard without curation

Without active curation and page ownership, Confluence spaces fill with outdated docs nobody maintains. The tool works well only when teams establish documentation culture and space maintenance processes from the start.

โ“ Frequently asked questions

Quick answers

Yes, as of this verification โ€” this reverses what was previously true. Notion discontinued its standalone $8/user/month AI add-on for new Free and Plus customers in May 2025. Full Notion AI (Notion Agent, Ask Notion, AI Meeting Notes) is now bundled exclusively into Business ($20/user/month, corrected from $15) and Enterprise. Free and Plus users get only a limited AI trial, not ongoing access.

Coda charges only for Doc Makers โ€” users who create documents. Editors, commenters, and viewers of any Coda doc are always free. This Maker Billing model means a 50-person team where 5 people create docs and 45 people read and edit them pays for 5 Doc Makers at $10/month = $50/month (Pro plan). Given Notion Business's price rise to $20/user/month for full AI, the cost gap between the two platforms for large teams with few creators is now even wider.

Yes โ€” Notion's free plan remains permanently available with unlimited pages and blocks for personal use, plus up to 10 guests. For team collaboration or ongoing AI access, paid plans are required โ€” Plus ($10/user/month) for core features, or Business ($20/user/month, corrected) if full AI matters, since the free plan's AI access is now limited to a trial allocation only.

For technical documentation linked to Jira tickets, yes โ€” and Confluence remains cheaper at roughly $6.05/user/month for Standard. For general company wikis, project management, and non-engineering teams, no. Confluence's interface is more dated and it's less flexible for non-documentation use cases. Most companies use Confluence for engineering docs and Notion for general company use.

Both are flexible document and database tools, but Coda's AI is included on its paid plans (Pro at $10/Doc Maker/month) without requiring a jump to a pricier tier, whereas Notion now requires Business ($20/user/month) for any ongoing AI access. Coda's Maker Billing model also makes it structurally cheaper for large teams where document creation is concentrated among a small group, and that cost gap has widened following Notion's changes.

Ready to choose your knowledge base tool?

All three offer free plans โ€” try them before committing to paid, especially given Notion's changed AI pricing.

๐Ÿ”— Keep exploring

Related comparisons

Affiliate Disclosure: StackCoast does not have affiliate partnerships with Notion, Confluence, or Coda. Links are provided for reference only. Notion's AI pricing model and Business tier price were both corrected in this pass โ€” the prior version's central claim about AI availability was reversed by a real May 2025 Notion pricing change. All pricing verified July 2026 from official vendor websites. Learn more.