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Replacement · Knowledge · AI-native

Guru

Knowledge that shows up in the tools where work already happens.

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

What this page answers

This page is Afterstack’s Guru briefing for teams picking Knowledge or leaving a stack they already pay for. Guru is listed as a replacement for Confluence, Notion. Knowledge that shows up in the tools where work already happens. Editorial attributes below feed the quiz; affiliate status does not.

Guru is an AI knowledge platform: verified cards, Slack/Chrome delivery, and search. A Confluence alternative when the wiki is not trusted. AI answers are grounded in verified knowledge rather than every stale page.

Replaces

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Plan this migration · Vendor site

Outbound links use /go/guru. 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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Reviews

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Reviews hub

Who it's for

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

  • Support and sales knowledge
  • Verified answers
  • Teams that need knowledge in Slack

Who it's not for

  • A full intranet
  • Records management
  • Self-host

Pros

  • Verification
  • In-the-flow delivery
  • AI on trusted cards

Cons

  • Not a documents OS
  • Needs knowledge owners
  • Will not ingest the universe like Glean

Integrations and compliance

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

Integrations

  • Email sync
  • Marketplace
  • 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

    Guru

    Guru 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, Notion.

    Guru 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 live70

Weighted on aggressive timelines (week / month).

Ease of use80

Weighted when you want simple configuration.

Customization50

Weighted when you need deep objects or a platform.

Reporting50

Weighted on advanced / enterprise reporting answers.

Email50

Soft score plus Gmail/Outlook hard filters.

Value60

Weighted on tight budget answers.

Migration60

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

S

Small

Catalog signals a lighter cutover — still export a sample before you believe it.

Export and API

  • Open API is flagged — programmatic export and sync are plausible. Confirm object coverage on the vendor site.
  • Editorial data-migration score 6/10; speed-to-live 7/10. 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 → Guru 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 Guru for?+

Support and sales knowledge; Verified answers; Teams that need knowledge in Slack. Not for: A full intranet; Records management; Self-host.

How much does Guru cost?+

From $10/user/mo. Per-user knowledge plans; AI features on higher tiers. List prices go stale; confirm on the vendor's site.

Is Guru a good Confluence, Notion alternative?+

Verification Constraints: Not a documents OS. Software quiz rankings ignore whether we get paid.

How AI-native is Guru?+

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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Asking a question does not change software quiz rankings. Methodology.

No published answers on this briefing yet. Questions you send stay in the log until editorial review.

Compares

Selective head-to-heads that include this product. Affiliate programs never change the order.

Leave a review · Published reviews · How we rank · Data provenance · Ask a question · Claim this profile. None of these change a quiz rank.

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