Grep · sample report

Product Comparison — You get a dated, sourced matrix comparing named products or programs on pricing, limits, features and sentiment, with gaps and a recommendation.

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Inputs used for this sample
Product Comparison

Products to compare or problem to solve (one per line): Notion, notion.so
Coda, coda.io
Confluence, atlassian.com/software/confluence

What matters to you and constraints (optional): Pricing tiers, SSO, API limits; under $15/seat; must integrate with Slack and Jira; SOC 2

Your own product, for gap ranking (optional): Acme Docs, acmedocs.com

Confluence is the only option that can meet your under-$15 SSO test, pending a Guard price check; Notion and Coda fail

Scope, interpretation and check date

Check date: 5 October 2026. I read the three options as Notion (notion.so), Coda (coda.io, now rebranded Superhuman Docs) and Confluence Cloud (Atlassian). I treated "under $15/seat" as a pass/fail test on the cheapest plan that also gives SSO and the Jira integration. Acme Docs (acmedocs.com) is not a researchable product: the domain is a parked page, so I added no column, gap table or advantages list. I did not invent a baseline.

Verdict in brief: Confluence is the only option that can meet all three constraints, but the price of its SSO add-on (Atlassian Guard) was not captured, so the under-$15 result is conditional. Notion fails on price (SSO needs Business at $20). Coda fails because SSO needs Enterprise (custom price) and the Jira Pack needs Business or above.

Pricing table

Billing mode shown on live pages was not always stated. Atlassian's own pricing page returned an empty body to my fetch, so Confluence prices come from a third-party article (July 2026) and the billing mode is unconfirmed. I list the figure under annual and mark monthly "Not captured".

Option Plan Monthly price (annual) Monthly price (monthly) Unit Key limits Free tier/trial Changed in 6 months
Notion Free $0 $0 member Block limit for multi-member workspaces Yes No: same prices on 1 Apr 2026 capture
Notion Plus $10 Not captured member API 180 requests/min Free plan No (same capture)
Notion Business $20 Not captured member API 600 requests/min Free plan No (same capture)
Notion Enterprise Contact sales Contact sales member SCIM API No No (same capture)
Coda / Superhuman Docs Pro $12 $15 Doc Maker Automations 100 time-based and 500 event-based per doc Free plan Yes: new-customer list prices rose in July 2026 (third-party source, vendor page unreadable)
Coda Business (formerly Team) $33 $40 Doc Maker Unlimited automations Free plan Yes (same source)
Coda Enterprise Contact sales Contact sales Doc Maker SSO, SCIM No Unknown (no capture)
Confluence Free $0, up to 10 users (third party) $0 user 2 GB storage Yes Unknown (no capture)
Confluence Standard $5.42 (third party) Not captured user 250 GB; 100 automation steps/user/month Trial link Unknown (no capture)
Confluence Premium $10.44 (third party) Not captured user Unlimited storage; 99.9% uptime SLA Trial link Unknown (no capture)
Confluence Enterprise Contact sales (billed annually) Contact sales user Guard Standard included No Unknown (no capture)
Confluence add-on Atlassian Guard Standard (SSO, SCIM) Not captured Not captured user Price not captured Trial link Unknown (no capture)

Coda bills only Doc Makers; editors and viewers are free. That lowers real cost for read-heavy teams. Coda's live price table would not load, so every Coda price rests on a third-party tracker, which a second tracker repeats ($12/$15 Pro, $33/$40 Business). Treat Coda prices as unverified against the vendor page.

Constraint tests

Constraint Notion Coda Confluence
Under $15/seat including SSO Fail: SAML SSO sits on Business at $20; even a 17% yearly discount would not reach $15 (my inference) Fail: SAML SSO is Enterprise only, price custom Conditional: Standard $5.42 and Premium $10.44 (third party) leave $9.58 and $4.56 of headroom for the Guard add-on (my arithmetic). Guard's price was not captured, so SSO under $15 is unconfirmed
Slack integration Pass: Slack notifications, /notion create, link previews Pass (Pack exists; plan needed not confirmed): Slack Pack linked from the Jira Pack page Pass: Slack app, link previews, /confluence connect
Jira integration Partial: managed sync needs Business or Enterprise, read-only, no comments or attachments Partial: Jira Pack on Team/Business and Enterprise only Pass: Jira macros inside Confluence Cloud (same vendor)
SOC 2 Pass (claimed): SOC 2 Type II on trust center Pass (claimed): SOC 2 Type 2 listed Pass (claimed): Confluence Cloud listed under SOC 2

These are vendor claims. I did not read any audit report.

Feature matrix: SSO and API limits

Feature Notion Coda / Superhuman Docs Confluence Cloud
SAML SSO Yes, Business (pricing page) Yes, Enterprise only (help) Yes, via Guard Standard add-on on Standard or Premium; included in Enterprise (Atlassian plans)
SCIM provisioning Yes, Enterprise (pricing page) Yes, Enterprise (security page) Yes, Guard Standard (Atlassian plans, where Guard Standard is the SSO and SCIM add-on)
API rate limit Per connection: 600/min on Business and Enterprise, 180/min on other plans Not plan-dependent per user: reads 100 per 6s; writes 10 per 6s; doc-content writes 3 per 10s; listing docs 4 per 6s. A tracker lists 5 per 10s for doc-content writes; I use the vendor's 3 App traffic: points-based, 65,000 points/hour shared global pool by default; API-token traffic stays under burst limits
Docs larger than 125 MB via API n/a May not access the API n/a
Audit logs Unknown (not checked) Enterprise only, 12 months via Audit API Unknown (not checked)

Caveat: Notion's limit is per connection and also has a shared workspace budget. Atlassian's quota covers Forge, Connect and OAuth apps; the two models cannot be compared directly.

Sentiment summary

Not completed. G2, Capterra and TrustRadius returned 403 for all three products, so I have no rating, review count or recurring-theme evidence that meets the three-source rule. I did not use search snippets or memory to fill this gap. Open item: a person with review-site access should pull ratings, counts and dates before a purchase decision.

Your gaps and advantages

Skipped. Acme Docs resolves to a parked domain, so there is nothing to rank. Supply a working product URL to run this section.

Recommendation by use case

Pilot plan for Confluence:

  1. Run 3 to 4 weeks with one 10 to 20 person team on a trial of Standard plus Guard.
  2. Test cases: SSO login through your identity provider, SCIM deprovision, a Jira issue macro on a spec page, Slack link previews and notifications.
  3. Success criteria: all four pass, and the total quote for plan plus Guard stays under $15 per user.
  4. Check one API script against the rate limits.
  5. Exit point: if the Guard bill or Marketplace add-ons push cost over $15 per user, stop and re-quote Notion Business.

Do next

Near misses and open items

Coverage

Not reached: Atlassian's own pricing and Guard pricing pages (empty body); G2, Capterra, TrustRadius (403); coda.io and superhuman.com pricing pages (empty body); Wayback captures for Coda and Atlassian (toolbar only). Coda prices come from third-party trackers. Notion's price table was read live on 5 October 2026.

Sources

All checked 5 October 2026.