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Replacement · Knowledge · AI-native

Capacity

AI support and knowledge — answers from the stack you already pay for.

AI-Native
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#20 of 26 in KnowledgeBaseline Sep 22, 2026. The arrow shows when this rank moves.

What this page answers

This page is Afterstack’s Capacity briefing for teams picking Knowledge or leaving a stack they already pay for. Capacity is listed as a replacement for Confluence, Guru, Glean. AI support and knowledge — answers from the stack you already pay for. Editorial attributes below feed the quiz; affiliate status does not.

Capacity is an AI knowledge and support automation platform: unify sources, answer employees and customers. A Glean/Guru/support-adjacent challenger. Confirm current packaging on the vendor site.

Replaces

Take the Knowledge quizPlan this migration

Vendor site

Outbound links use /go/capacity. Disclosure

Screenshots

No vendor-submitted or Afterstack-hosted product media on this briefing yet. Afterstack does not scrape third-party screenshots or reviews. Affiliates and claimed profiles never change a quiz rank.

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Who it's for

Editorial fit notes from the Afterstack briefing — not a marketplace persona pack, and not a rank.

  • Internal support plus knowledge
  • Unifying scattered sources
  • AI answers on existing content

Who it's not for

  • A public docs aesthetic tool
  • Self-host boutique
  • File-sync only

Pros

  • AI-native answers
  • Support plus knowledge
  • Connects existing systems

Cons

  • Not a writing OS
  • Custom pricing
  • Implementation needed

Integrations and compliance

Catalog flags from the Afterstack briefing. Afterstack does not invent certifications.

Integrations

  • Open API

Compliance

  • SSO
  • SOC 2

In an AI workflow

How each catalog product sits on an Afterstack leave path — replacing an incumbent stack, or working beside an AI-native one. Editorial flags only. This module does not change a category rank.

  • Replaces the incumbent stack

    Capacity

    Capacity is in the AI-native crop for Knowledge. On an Afterstack leave path it is a product you move to, in place of the incumbent system — not an assistant bolted on beside it.

    • Editorial AI-native score 8/10.
    • Catalog flags an AI assistant.
    • Catalog flags workflow automation.
    • Filed as a replacement for Confluence, Guru, Glean.

    Capacity profile · Take the Knowledge quiz

How this product is scored

The published fit score is 0–100: achieved weights divided by the most these answers can award. 100 is a perfect match. Hard filters run first. Soft scoring uses these editorial 1–10 attributes. Affiliate status is not in the table.

Forbidden in the ranker: affiliateProgram, affiliateUrl, migrationDifficulty, media, sources. Full methodology.

AI-native80

Weighted when you say AI matters; under 7 is a hard filter if AI is a dealbreaker.

Speed to live50

Weighted on aggressive timelines (week / month).

Ease of use60

Weighted when you want simple configuration.

Customization50

Weighted when you need deep objects or a platform.

Reporting60

Weighted on advanced / enterprise reporting answers.

Email60

Soft score plus Gmail/Outlook hard filters.

Value60

Weighted on tight budget answers.

Migration50

Shown here for cutover honesty. Not a quiz weight.

Support60

Catalog attribute; not a primary quiz lever today.

Mobile60

Catalog attribute; not a primary quiz lever today.

Relationships / matching40

Weighted on relationship-intelligence jobs (CRM), talent matching (Recruiting), ABM (Marketing), and enablement adjacency (Knowledge).

Outbound / sourcing30

Weighted on outbound jobs (CRM, Sales engagement), candidate sourcing (Recruiting), ABM (Marketing), and enablement (Knowledge).

Migration

Cutover complexity is editorial (S / M / L). It is not a scoring input — the quiz scorer will throw if this field leaks into rank payloads.

Complexity

M

Medium

Plan a parallel run. Identity, history, and a few integrations will dominate the calendar.

Export and API

  • Open API is flagged — programmatic export and sync are plausible. Confirm object coverage on the vendor site.
  • Editorial data-migration score 5/10; speed-to-live 5/10. Those are judgments of the product surface, not a services quote.
  • SSO is flagged. Map identity groups before cutover day.
Open Migration Agent

Specialists for this stack

Matched to Confluence → Capacity by partner focus stacks and product tags. These firms are migration specialists — they never enter a software quiz rank. How matching works.

Migration specialist

Faculty

project · unclaimed

Applied-AI partner when the migration is really ‘put models into the operating loop,’ not a CSV into a new SaaS.

Knowledge stack · Data focus

Migration · Ai Adoption · Data

ProfileVisit site

Migration specialist

Avanade

Custom pricing · unclaimed

Microsoft-centric migration programs (Dynamics, 365, Copilot-adjacent). Listed for SharePoint/CRM gravity, not as a product page.

Knowledge stack

Migration · Crm Implementation · Ai Adoption

ProfileVisit site

Migration specialist

Slalom

Custom pricing · unclaimed

Migration and adoption partner for teams whose switch is too complex for a DIY cutover — CRM, data, and AI programs.

Knowledge stack

Migration · Ai Adoption · Crm Implementation

ProfileVisit site

Migration specialist

Thoughtworks

Custom pricing · unclaimed

Engineering-led migration when the blocker is building the after, not buying another seat — data, AI, and platform cuts.

Knowledge stack

Migration · Ai Adoption · Engineering

ProfileVisit site

Questions teams actually ask

Who is Capacity for?+

Internal support plus knowledge; Unifying scattered sources; AI answers on existing content. Not for: A public docs aesthetic tool; Self-host boutique; File-sync only.

How much does Capacity cost?+

Custom pricing. Sales-led AI knowledge; confirm current Capacity packaging. List prices go stale; confirm on the vendor's site.

Is Capacity a good Confluence, Guru, Glean alternative?+

AI-native answers Constraints: Not a writing OS. Software quiz rankings ignore whether we get paid.

How AI-native is Capacity?+

8/10 on our AI-native attribute. It has an AI assistant flag in the catalog. A 7+ is required if you mark AI as a dealbreaker in the quiz.

Discuss

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