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11 Knowledge Base Platforms Using AI to Improve Customer Support

Eleven knowledge base platforms compared on AI search, customer support automation, pricing, documentation management, and the limitations that matter before buying.

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Eleven knowledge base platforms compared on AI search, customer support automation, pricing, documentation management, and the limitations that matter before buying.

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Knowledge base software is the system where a company stores the answers its support team needs, and where customers are meant to find them without asking anyone.

Knowledge-base platforms differ in public help-center publishing, internal search, agent assistance, and customer-facing automation. These are separate capabilities, and ticket avoidance is not the same outcome as complete issue resolution.

This comparison covers eleven selected platforms using public product and pricing documentation. Some use quote-based pricing, and AI features may require higher tiers, separate licenses, or usage charges.

Quick answer

  • Zendesk support integration: Suite Team includes a knowledge base from US$55/agent/month annually. Support Team at US$19 is not the cost of a complete Knowledge deployment; Copilot is a separate US$50/agent/month annual add-on where eligible.
  • Small-team help center: Help Scout offers a Free plan with up to five users, one inbox, and one Docs site. Standard starts at US$25/user/month. AI Answers has a three-month trial, then US$0.75 per eligible resolution, with offer limits to confirm.
  • Best for internal teams: Confluence with Rovo, from $5.42 per user/month on Standard, or Slite at $10 per user/month on Basic.

Evaluation methodology

This is a research-based comparison of eleven selected knowledge and support platforms, not hands-on testing or an independently measured performance ranking. The selection includes public help centers, internal knowledge systems, and internal IT service management so readers can distinguish their purposes.

The comparison does not claim that sixteen candidates minus four exclusions produced eleven reviews. Helpjuice, Tettra, Nuclino, Writer, and Mindtickle are outside the selected eleven; their absence is not a finding that they lack useful capabilities. Helpjuice is an additional dedicated knowledge-base option rather than an evaluated entry here.

Evaluation criteria include advertised subscription prices, eligible AI tiers, billed outcomes, permissions, connected sources, ownership and verification workflows, search analytics, and documentation maintenance. Vendor performance claims are attributed and are not treated as expected results.

Dollar prices are US dollars. Confirm billing terms, minimum seats, add-on eligibility, usage allowances, and commitments for the selected configuration. Source access dates are retained; no claim is made that every number was independently verified against multiple sources.

The 11 platforms at a glance

PlatformBest forStandout featureStarting pricePricing model
Zendesk KnowledgeSupport teams already on ZendeskKnowledge base included with Suite; AI varies by tierUS$55/agent/mo Suite Team, annual; Support alone is US$19Per agent plus eligible add-ons and usage
Intercom Articles + FinSupport and workflow automationFin bills for defined qualifying outcomesUS$29/seat/mo Essential, annual; standard Fin outcomes from US$0.99Seats plus billable outcomes; some sales events differ
Help Scout DocsSmall teams pricing AI by usageFree: up to 5 users, 1 inbox, 1 Docs siteFree; Standard US$25/user/mo, monthly billingAI Answers US$0.75/eligible resolution after trial
Document360External help centers and product docs at scaleTicket Deflector plus AI query success analyticsQuote onlyQuote-based, per workspace
GuruInternal knowledge with governanceKnowledge Agents and verification workflowsRequest current quotationConfirm seats, AI, sources, and commitment
Freshworks FreshserviceInternal IT helpdesksCopilot requires eligible Pro or Enterprise planStarter US$19/agent/mo annual; Pro + Copilot about US$128Annual per-agent subscription plus eligible AI and usage
Salesforce KnowledgeCompanies already running Service CloudSearch Answers and pay-per-resolution Casey agent$25/user/mo (Starter Suite), Core $195Per user per month plus add-ons
StonlyStep-by-step troubleshooting over plain articlesInteractive guides metered by guide viewQuote only; free tier after trialGuide-view metering
Confluence + RovoAtlassian shops writing support and product docsRovo AI included in Standard tier$5.42/user/mo (Standard)Per user per month plus metered AI credits
SliteInternal support and onboarding knowledgeSlite Agent drafts fixes from drift in Slack or GitHub$10/user/mo (Basic)Per user per month
NotionInternal knowledge and workspace searchFull AI on Business/Enterprise; Custom Agents need creditsPlus US$10/member/mo; Business US$20, annualSeat price plus eligible Custom Agent credit add-on

The 11 platforms, reviewed

Zendesk Knowledge

Zendesk Knowledge is the help-center and internal-knowledge layer that ships with the Zendesk support platform, and it is still the default answer for a mid-sized support team.

Worth knowing: the standalone “Guide” product URL now returns a 404. Zendesk has folded it into a single Knowledge product that covers the external help center, the internal knowledge base and the agent workspace at once.

The AI story is the Knowledge Graph, which links articles to tickets, macros and procedures so search reflects what your customers actually hit. The admin copilot is aimed squarely at editors: it surfaces content gaps and articles that look outdated. Copilot itself is a separate add-on that drafts replies and follows procedures your team has written in plain language and stored in the knowledge base.

The Zendesk pricing page lists Support Team at US$19/agent/month annually, but it is a ticketing price, not a complete Knowledge deployment. Suite Team includes a knowledge base from US$55/agent/month annually; Suite Professional starts at US$115. Separate Knowledge options are available with eligible Support subscriptions. Copilot is advertised as a US$50/agent/month annual add-on. Confirm eligible AI features and consumption charges; Enterprise pricing requires a quote.

Knowledge connects with the Zendesk ticketing and agent environment. Its startup program has separate eligibility and offer terms; confirm the current allowance rather than assuming a two-year free deployment.

The limitation: vendor case studies and advertised resolution percentages are not expected results for another team. Evaluate source coverage, workflow complexity, escalation, and the definition of a successful resolution.

Intercom Articles and Fin

Intercom Articles provides help-center content, while Fin uses outcome-based billing that extends beyond conventional support resolutions.

The Fin pricing definition includes standard outcomes starting at US$0.99, such as support resolutions and qualifying completed workflows. Some sales qualification events have different prices. Review what triggers a charge, along with required seat or platform fees; an avoided ticket alone does not determine the bill.

Intercom’s official pricing explainer, updated September 24, 2026, lists seats at $29 per seat per month on Essential, $85 on Advanced and $132 on Expert, all billed annually, with Copilot at $35 per user per month. Pro is $99 per month and Proactive Support Plus is $99 per month, and both bundle free Lite seats - 20 with Pro, 50 with Proactive.

Intercom publishes vendor-reported resolution figures and conditional guarantee offers. Confirm eligibility, measurement definitions, exclusions, and refund terms in the applicable contract; neither a marketing percentage nor a guarantee establishes expected performance for another deployment.

Integrations matter here: the help center is native to the inbox, so there is no second system to keep in sync.

The limitation: articles live inside Intercom, which makes the knowledge base excellent for a product-led support team and awkward if your content team writes docs elsewhere. Fin’s price advantage also disappears the moment your questions are long, ambiguous and multi-step - the exact questions where a good human answer matters most.

Help Scout Docs and AI Answers

Help Scout Docs is a small-team help center where the AI layer is billed per resolution rather than bundled into your seat cost.

The Help Scout pricing page advertises Free for up to five users, one inbox, and one Docs site, with additional usage and content limits. Standard starts at US$25/user/month with monthly billing. Included Docs sites are one on Free, two on Standard, three on Plus, and five on Pro. Additional sites are paid add-ons on applicable plans; confirm the selected billing term and current quote.

AI Answers has a three-month free trial followed by US$0.75 per eligible resolution. Confirm trial eligibility, usage limits, and the billing definition rather than treating the trial as unrestricted across every use case.

Two details from Help Scout’s own documentation matter more than the marketing. AI Answers answers in 50 or more languages, labels itself clearly as AI, and Help Scout states it does not train on your data. And their best-practices guide is unusually candid that AI answers are probabilistic rather than deterministic, and that a help center can fall out of sync with its own sources after configuration changes. Most vendors would not publish that.

One cross-check worth flagging: Kayako’s 2026 audit lists Help Scout Pro at $65 per user per month with a 10-user minimum, which does not match Help Scout’s own page. Go with the vendor.

The limitation: included Docs sites vary from one to five by tier. Multi-brand or regional deployments may need paid site add-ons, so model the required sites and AI usage separately.

Document360

Document360 is a documentation platform for public help centers and product documentation, with quote-based pricing.

The pricing page directs buyers to a quotation. Guru and Stonly also require direct confirmation for relevant business offerings, so Document360 is not the only platform without a public rate card.

The Document360 AI suite includes AI Search that returns cited answers, an AI chatbot, an AI writing agent that drafts from prompts or video, duplicate content detection, a glossary generator, and an MCP server that connects the knowledge base to external LLM tooling. The writing agent is the differentiator for teams that would otherwise hire contractors to produce first drafts.

Its Pro Analytics reports AI query success, zero-result searches, search-to-click ratios, page-not-found queries, link status, location, and feedback. These metrics can help identify documentation gaps; confirm analytics availability on the selected plan.

The Ticket Deflector surfaces relevant articles as a visitor types, before they submit a form, and its “Answered from Knowledge Base” metric shows how many queries died at that point. Integrations cover Zendesk, Freshdesk and Zoho, with agent-side search directly in the ticket view. The product sits under Kovai.co and carries SOC 2, ISO 27001:2022 and GDPR badges, plus a private hosting option.

The limitation: every performance number Document360 publishes is its own. It claims 45% fewer repetitive tickets and 68% of questions self-served, with no published methodology, and its AI features are being rolled out across plans rather than being uniformly available on day one of every contract.

Guru

Guru is an internal knowledge base built around verification intervals, and it now ships AI agents that go looking for the content causing bad answers.

Guru suits internal knowledge workflows that need named ownership and periodic verification. Its Knowledge Agents documentation describes configurable skills operating against connected collections.

The best example of how seriously Guru takes this is a skill template they publish called Find stale and conflicting content. It instructs the agent to separate overdue-for-verification cards from near-duplicates from genuine conflicts, to quote both sides of every conflict so a human can settle it in a minute, and explicitly warns against deleting a card just because it is old - old and correct is fine. It also ranks by consequence first and age second, which prioritizes potentially consequential errors rather than age alone.

A consistently accessible public price list is unavailable for the evaluated Guru offering. Request a current quotation specifying minimum seats, included AI, connected-source allowances, and annual commitment. Third-party estimates are not a current purchase price.

One billing detail to check before you commit: Guru’s subscription documentation says every invited user is counted regardless of their role, which means read-only execs can inflate your bill.

The limitation: Guru bills per invited user with no published rate card, and the verification model is genuinely useful work that someone has to do. Most teams underestimate the ongoing human cost before they underestimate the software cost.

Freshworks Freshservice

Freshworks Freshservice is an internal IT service management platform with a knowledge base and separately packaged AI capabilities.

Be clear-eyed about what this is. Freshservice is built for internal IT and employee service, not customer-facing support. Its self-service portal is a requester portal. If you need deflection of inbound customer tickets, this is the wrong tool.

Freshservice Starter begins at US$19/agent/month annually, but Freddy AI Copilot requires Pro or Enterprise. Copilot is US$29/agent/month annually or US$35 monthly. With Pro advertised at US$99/agent/month annually, Pro plus Copilot is approximately US$128/agent/month annually, subject to packaging and minimums. Confirm eligibility before pricing an AI-assisted deployment from Starter.

Freddy AI Insights, which does proactive insights and root cause analysis, comes with the account at no extra cost as long as you buy at least one Copilot license and while it stays in beta. That is a genuinely good deal, and a temporary one.

The conversational agent is the expensive part. Freddy AI Agent pricing FAQs, last modified May 14, 2026, confirm it is included only with the Enterprise plan at 1,200 sessions per license per year, prorated across the billing cycle, with a session counted when a unique user interacts within a 24-hour window and overage charged through your account manager.

Base plans run $19, $49, $99 and $119 per agent per month on annual billing for Starter, Growth, Pro and Enterprise.

The limitation: Freddy AI Agent is Enterprise-only, so a small team that wants conversational self-service has to buy the top tier. Eesel AI’s March 2026 breakdown, written by a competitor, calculates a 15-agent team with Copilot at roughly $23,940 a year rather than the $17,820 the base Pro price implies.

Salesforce Knowledge

Salesforce Knowledge is the knowledge and self-service layer inside Service Cloud, and it only makes sense if Salesforce is already running your support org.

The Salesforce Service Cloud matrix distinguishes knowledge-reading rights, article creation and editing permissions, public self-service, and separately licensed AI. Some functionality requires an additional purchase. Confirm the required knowledge permissions and AI entitlement rather than treating every edition as an equivalent Knowledge deployment.

Seats are expensive. Starter Suite is $25 per user per month, Pro Suite $100, Core $195, Advanced $395 and Max $550, all billed annually. Next Best Action is capped at 5,000 requests per user per month, and the Web Services API adds $25 per user per month.

The most interesting pricing decision on the page is not a seat at all. Salesforce’s AI for Customer Service page describes Casey, its help agent, as pay-per-resolution: no resolution, no charge. That is the same economic model as Intercom’s Fin and the complete opposite of Copilot’s flat per-agent add-on, and it tells you where the market is heading.

Salesforce’s own numbers are the kind to read sceptically. It claims Agentforce resolves 85% of Salesforce’s own customer service requests, has solved more than a million of them, cut response time by 65% for 90% of users, and that Service Cloud deflects 30% of cases. All four are first-party.

The limitation: a standalone help-center buyer should compare the eligible knowledge and self-service configuration with dedicated tools. Seat prices alone do not establish equivalent functionality.

Stonly

Stonly builds interactive troubleshooting guides rather than conventional help articles, and it meters your bill by guide views instead of by seat.

This is the odd one out and it solves a real problem. If your product has hardware, a mobile app with settings screens, or any procedure with decision points, a wall of Markdown is the wrong format. Stonly lets you build branching, interactive guides with steps the reader actually taps through.

The Stonly pricing page separates Small Business from the limited Basic plan after trial. Small Business advertises 4,000 guide views, five team members, and unlimited guides; Basic allows 400 monthly guide views, five published guides, and one team member. Confirm the business configuration price and applicable guide-view period before buying. Enterprise is custom-priced.

AI Agents are an Enterprise-only feature, so the AI layer is not available on the self-serve tier.

The limitation: no published price, AI gated to the top tier, and a metering model that penalises the exact traffic pattern a good help center produces. Also worth noting: an interactive guide is harder to keep current than a plain article, because every change means re-testing the branches.

Confluence with Rovo

Confluence supports internal documentation and Rovo search in the Atlassian environment; AI entitlements and metering differ by feature.

The pricing is the reason to look. Confluence Free covers up to 10 users and 2GB of storage. Standard is $5.42 per user per month and Premium is $10.44, both annual. That is roughly half of Slite and a fifth of Zendesk Suite Team, for a product most companies already have seats in if they use Jira.

Rovo Search and selected inline AI features remain free; deeper AI interactions and agent workflows have different allowances. Confirm feature availability and limits in Atlassian’s current plan documentation rather than relying on competitor-derived credit counts.

Atlassian’s September 2026 announcement introduces expanded usage-based pricing for certain AI and automation activity beginning December 3, 2026. Rovo Search and selected inline features remain free; deeper interactions and workflows may consume metered allowances. Future billing changes should not be described as already effective on October 10.

Two caveats. Atlassian is also applying price changes to Confluence Cloud from October 13, 2026 - Standard and Premium up 7 to 10% and Enterprise up 8%, per Adaptavist’s summary. And Atlassian’s claim that its Teamwork Graph delivers 44% better answer quality using 48% fewer tokens is from Atlassian’s own internal benchmarking.

The limitation: Confluence is a document editor with search on top. It has no external help-center component, no branded public site and no deflection analytics, so using it for customer-facing support means building that layer yourself.

Slite

Slite is an internal knowledge base for support and onboarding teams where the AI does not just answer questions but proposes fixes to the pages that caused bad answers.

The differentiator is Slite Agent. It watches connected sources including Slack, Linear, GitHub and Intercom, plus twenty more, detects when documentation has drifted away from reality, and drafts corrections for a human to approve rather than publishing them. Verified docs rank first in answers, sources are cited, and permissions are enforced. It exposes an MCP server and a REST API, and publishes a security policy describing SOC 2 Type II certification. HIPAA support, including a Business Associate Agreement, is available for enterprise-tier customers; confirm the contract and deployment configuration.

AI Search runs semantic search across documents, threads and tickets alongside structured search over tables, pulling from more than twenty sources including Slack, Notion, Google Drive and Jira. Importers exist for Confluence, Notion, Google Docs and Markdown, which matters if you are consolidating.

Slite Basic costs US$10/user/month and Pro US$20/user/month with annual billing. Pro adds Slite Agent, cross-tool search, and agent workflows. Confirm trial terms and required contractual security arrangements for the intended deployment.

Slite’s own survey claims employees spend an average of 3.2 hours a day searching for information, and Slite markets a 90% reduction in internal questions. One named customer, Alexis Dupont at Agorapulse, says questions dropped tenfold. Vendor survey, customer quote, take them accordingly.

The limitation: Slite quotes 1,700+ customers on some pages and 3,000+ on others, which is a small thing but tells you how carefully its marketing numbers are checked. It is also an internal tool with no public help-center component.

Notion

Notion is a general-purpose workspace whose AI search spans everything in the workspace, and it is the entry point most people already pay for without thinking of it as a knowledge base.

Notion AI is included with the Business and Enterprise plans and trialable on Free. It answers questions using workspace content, connected apps and the web, generates databases, analyses PDFs and images, and autofills summaries across entire databases. Enterprise Search, which reaches beyond Notion into connected tools, is in beta.

Notion’s official pricing page lists Plus from US$10/member/month and Business from US$20/member/month with annual billing. Plus has limited AI trial access; Business and Enterprise include broader Notion AI functionality. The Plus entry price is not equivalent to a full AI-enabled Business deployment.

Custom Agent credits are an add-on for eligible Business and Enterprise plans, beginning at US$10 per 1,000 monthly credits. Consumption depends on task complexity and execution frequency; these are not a general included Plus entitlement.

Notion’s security documentation describes plan-dependent data handling. Enterprise workspaces get zero data retention with LLM providers; non-Enterprise workspaces retain customer data for 30 days or less. Embeddings are generated through an OpenAI zero-retention API and stored in a vector database, deleted within 60 days of page deletion. Notion AI honours existing permissions, so it cannot surface a page a user could not already open, and neither Notion nor its subprocessors train on your data by default.

The limitation: Notion is not a help center. There is no branded public docs site, no ticket deflector, no per-resolution billing and no deflection analytics. Kayako also notes the free tier’s 5MB upload cap, and that Notion’s zero-retention AI treatment requires Enterprise rather than Business.

What actually drives ticket deflection

Support deflection and complete issue resolution are different metrics. Deflection measures avoided or postponed support contact, while resolution requires the issue to be satisfactorily addressed. An avoided ticket is not automatically a resolved problem.

AI knowledge-base performance depends on documentation coverage, answer accuracy, freshness, escalation, customer behavior, and the definition of success. Vendor case studies illustrate possible outcomes; they are not expected benchmarks without comparable conditions.

Evaluate unanswered searches, answer quality with cited sources, repeat contacts, escalation success, customer feedback, and the cost per completed resolution. Track these separately from raw search volume or a vendor’s headline deflection rate.

External help center versus internal knowledge base

They are different products with different buyers, and most wasted knowledge base spend comes from buying one and expecting the other.

An external help center is public. Customers arrive with a problem and expect an answer in under a minute, usually on a phone. The content has to be written for a stranger, published through appropriate review controls, indexed for search engines, and localised. Useful metrics include successful resolution, repeat contact, and escalation as well as deflection. Zendesk Knowledge, Help Scout Docs, Document360, Stonly and Intercom Articles all live here.

An internal knowledge base is private. Employees or agents arrive mid-task and need a policy, a workaround or a runbook in under thirty seconds. The content can assume far more context, can be messier, and benefits enormously from ownership and review intervals. Its success metric is time-to-answer for the agent. Guru, Slite, Confluence and Notion live here.

Three practical consequences of getting this wrong:

  • Agents and customers need different articles. An agent needs the diagnostic decision tree. The customer needs the one-line fix. Forcing both onto one page makes both worse.
  • Permissions differ fundamentally. External sites need granular public, customer and partner tiers; internal bases need row-level access that follows your HR directory.
  • Retrieval has to respect permissions at answer time, not just at the article level. Slite’s AI Search and Notion’s workspace search both do this. An internal answer that leaks a pricing exception into a public response is the failure mode to test for before you go live.

If you need both, pick a platform that models them as separate surfaces rather than one site with a permissions switch. Document360 does this explicitly with a separate customer-facing site and an internal portal.

The stale-content trap

This is the actual failure mode of AI knowledge bases, and almost nobody is measuring it.

An AI agent reads your articles with total confidence and no ability to weigh how old they are. A pricing page last verified fourteen months ago will answer a current pricing question just as fluently as a correct one. Help Scout’s own documentation admits the problem plainly by describing how help centers can fall out of sync with their sources after configuration changes, and by distinguishing probabilistic AI answers from deterministic ones. Atlassian’s own roadmap now treats retrieval quality and answer verification as core problems rather than features.

Guru provides a structured approach to verification and conflicting content. Slite also detects documentation drift and suggests corrections, while Zendesk and other systems provide content-management workflows. Compare ownership, review intervals, conflict evidence, permissions, and approval controls rather than assuming stale-content management is unique to one product.

Notion gives you a technical detail worth knowing: embeddings are deleted within 60 days of a page being deleted, and content can be restored within 30 days. So deleting a wrong article does not instantly fix an answer.

Four questions to ask any vendor before you sign, in this order:

  • Can it identify content that may be causing wrong answers? Ask for a demonstration using stale and conflicting source material, with evidence and review controls.
  • Who owns each article, and when was it last verified? If neither is answerable per article, the content is unowned and the AI will confidently serve whatever is there.
  • Does the system detect when two sources contradict each other? Conflict detection is harder than stale detection and far rarer.
  • Does the platform report AI query success as well as search volume? Use this alongside answer accuracy, repeat contact, escalation, and user feedback rather than as the only retrieval-quality metric.

Who should skip this category entirely

Organizations with few repeatable questions may be able to use a lightweight help center or documentation system. There is no evidence-based thirty-question threshold: consider support volume, permissions, localization, integrations, and maintenance.

If most requests require investigation or professional judgment, use documentation to support triage and escalation rather than assuming autonomous resolution. A content owner remains necessary after launch.

Help Scout’s Free allowance may fit a small deployment: up to five users, one inbox, and one Docs site, subject to content and usage limits. Legally sensitive content may need specific approval, retention, residency, and contractual controls. Confirm these independently of a product’s AI label.

The verdict

Choose a public help-center platform for customer self-service and an internal knowledge system for employee or agent retrieval. Zendesk and Intercom connect closely with their support environments; Help Scout offers a smaller entry configuration; Document360 focuses on documentation; Guru and Slite emphasize internal knowledge maintenance. Freshservice is primarily for internal IT.

Compare the required content workflow, permissions, search quality, integrations, and total eligible AI cost. Pilot representative questions and measure both resolution quality and escalation before assuming lower support costs.

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  41. Tettra - Tettra Pricing (accessed October 10, 2026) - https://tettra.com/pricing

  42. Helpjuice - Helpjuice Pricing (accessed October 10, 2026) - https://www.helpjuice.com/pricing

  43. Nuclino - Nuclino Product (accessed October 10, 2026) - https://www.nuclino.com/product

  44. Nuclino - Nuclino Pricing (accessed October 10, 2026; prices render dynamically, no figures returned to automated fetches) - https://www.nuclino.com/pricing

  45. KBPick - Knowledge base software pricing and model comparison (updated June 20, 2026) - https://kbpick.com/knowledge-base-software-pricing

  46. Kayako - The best knowledge base software for 2026 (published July 12, 2026) - https://kayako.com/blog/knowledge-base-software/

  47. AskOro - Knowledge base software pricing in 2026 (accessed October 10, 2026; competitor-published) - https://askoro.dev/blog/knowledge-base-software-pricing-comparison-2026

  48. Cubbie - Knowledge base software pricing data (accessed October 10, 2026) - https://cubbie.com/pricing/knowledge-base

  49. Helpable - Knowledge base software pricing guide (accessed October 10, 2026) - https://gethelpable.com/blog/knowledge-base-software-pricing

  50. Google News - RSS search feed for “knowledge base” AI support, past 90 days (feed, accessed October 10, 2026; counted as one feed entry) - https://news.google.com/rss/search?q=%22knowledge+base%22+AI+support+when:90d&hl=en-US&gl=US&ceid=US:en

  51. Slite - Security: SOC 2 Type II and enterprise HIPAA/BAA support - https://slite.com/security

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