AI tools for enterprise knowledge search
Retrieve and synthesize authorized company knowledge with traceable source access.
For enterprise knowledge search, compare Hebbia, Lindy, Glean Agents, Dust, Saner.AI by their documented outputs, setup, operating costs and review requirements. Choose against this task’s inputs and limitations; this guide does not rank measured product performance.
Explore the enterprise operations industry guide →
Inputs & prerequisites
Test documents, connector scope, user permissions, and a question with known source answers.
Test forbidden-document access, connector freshness, source traceability, retention, and tool authority.
Candidates & fit
Evaluate when: Investment, banking, and professional-services teams analyzing authorized deal or issuer document collections.
Check first: Data-provider entitlements and document rights must be confirmed.
Documented use: The product page presents Max analyst assistance and Matrix analysis workflows. Inspect evidence →
Evaluate when: Teams configuring cross-app research, meeting follow-up, and recurring operations with shared company context.
Check first: Connected-app permissions can allow email, CRM, or other external changes.
Documented use: The reviewed page lists Gmail, Slack, Notion, HubSpot, and MCP integrations. Inspect evidence →
Evaluate when: Enterprises searching across authorized internal systems and building reusable agents with access governance.
Check first: Search completeness depends on connectors, indexing freshness, and source access.
Documented use: Glean offers enterprise search and context connected to company systems. Inspect evidence →
Evaluate when: Teams building reusable internal agents over approved company tools and shared context.
Check first: Connector counts differ between the product overview and plan tables; confirm the purchased allowance.
Documented use: Dust connects company knowledge and tools for shared agents. Inspect evidence →
Evaluate when: Individuals and researchers who want an assistant over their own notes, files and task context and can review source citations and proposed planning changes.
Check first: The knowledge-search listing concerns a personal workspace. Organization-wide permission enforcement, enterprise connector governance and restricted-document isolation were not validated.
Documented use: The documented knowledge workflow searches personal notes and connected sources with citations, and can restrict the search to selected notes or folders. Inspect evidence →
Filter this task’s candidates
Default: search match priority, or documented detail then name. No popularity scores.
Dust is a shared agent workspace combining company knowledge, connected tools, multiple model choices, and collaboration between people and agents. The reviewed pages describe data/tool permissions, agent access, reusable skills, scheduled or event-driven workflows, and credit-based team plans, so a pilot should include both knowledge answers and action controls.
Lindy is a hosted team agent that connects company tools, shared meetings, editable memory, and scheduled routines. Its reviewed page describes work through Slack and integrations such as Gmail, Notion, and HubSpot, with built-in approvals and credits measuring the work performed.
Glean combines enterprise search and company context with agent building, event-triggered orchestration, and governance. The reviewed Agents page describes reasoning and actions grounded in enterprise context plus permissions-aware oversight, making connector coverage and access behavior central to a meaningful evaluation.
Saner.AI combines a personal knowledge library, task list and the Skai assistant. Users can import notes or authorized documents, ask questions with cited personal sources, extract tasks from notes, and review suggested priorities or a day plan. The official About Us page names Galvin, Austin and Aiden as its three founders and says all three were working full-time by February 2024. This supports a founder-built origin; it does not establish today’s employee count. The product is positioned for people handling scattered information, including people with ADHD, rather than for organization-wide access governance or medical treatment.
Hebbia is a finance-focused document and data workspace with Max analyst assistance and Matrix workflows for structured analysis across many sources. Its reviewed page lists filings, earnings transcripts, financial-data providers, and internal document connections, and illustrates deal-team collaboration with source-document context.
Compare the same facts
| Selection question | HebbiaHebbia | LindyLindy | Glean AgentsGlean |
|---|---|---|---|
| Product type | Supervised agent | Supervised agent | Supervised agent |
| Best suited for | Investment, banking, and professional-services teams analyzing authorized deal or issuer document collections. | Teams configuring cross-app research, meeting follow-up, and recurring operations with shared company context. | Enterprises searching across authorized internal systems and building reusable agents with access governance. |
| Shared / related tasks | |||
| Price model | Enterprise demo and quotationThe reviewed official page offers a requested demo. It did not establish a public numeric price or which financial-data subscriptions are included. | Per-user subscriptions · pooled work creditsThe reviewed plans allocate monthly credits per seat to a shared pool. Task complexity changes credit usage, unused credits do not roll over, and enterprise controls have separate terms. Verify the workload rather than assuming a fixed cost per automation. | Enterprise demo and quotationThe reviewed official pages offer an enterprise demo, without establishing a current public numeric price. Connector, deployment, agent-usage, and governance entitlements require a procurement-specific quote. |
| Price amount | Not verified — not assumed to be $0 | Not verified — not assumed to be $0 | Not verified — not assumed to be $0 |
| Deployment | Hosted service; exact tenancy and regional options require confirmation | Hosted service; exact tenancy and regional options require confirmation | Hosted service; exact tenancy and regional options require confirmation |
| API | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Yes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1 |
| Self-hosting | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Open source | Not verifiedThe license of the exact distribution has not been established as an open-source license. | Not verifiedThe license of the exact distribution has not been established as an open-source license. | Not verifiedThe license of the exact distribution has not been established as an open-source license. |
| Inputs | Authorized filings, earnings transcripts, deal documents, research questions, connected data entitlements, and an analysis schema. | Approved company knowledge, connected app accounts, meeting recordings, task instructions, schedules, and approval rules. | Approved company-system connections, indexed documents and access controls, task instructions, tool actions, and trigger conditions. |
| Outputs | Structured research matrices, financial or document findings, and reviewable analyst artifacts. | Research or meeting briefs, draft responses, connected-app updates, and scheduled workflow artifacts. | Company-context answers, recommendations, agent actions, and governed workflows across connected systems. |
| Platform relationship | Not verified | Not verified | Not verified |
| Permissions | Exact action scopes not verified | Exact action scopes not verified | Exact action scopes not verified |
| Commercial use | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. | Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use. |
| Human review | No investment professional has reviewed these profiles. This site provides software information, not individual investment recommendations. Validate governance and action boundaries in a development environment before scheduling or publishing agents. | Validate prospect data, ownership, contact eligibility, and CRM or messaging actions before rollout. Validate governance and action boundaries in a development environment before scheduling or publishing agents. | Validate governance and action boundaries in a development environment before scheduling or publishing agents. |
| Finance & Investing · Markets | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Finance & Investing · Exchanges | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Finance & Investing · Data sources | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Finance & Investing · Data latency | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Finance & Investing · Filing coverage | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Finance & Investing · Citations | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Finance & Investing · Research or execution | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope | Outside this profile’s reviewed scope |
| Enterprise Operations · Knowledge connections | Filings, earnings transcripts, licensed finance data, and internal document systemsSource 1 | Connected company tools and a shared meeting librarySource 1 | Enterprise context, search, and connected company systemsSource 1 |
| Enterprise Operations · Agent configuration | Max analyst assistance and Matrix document-analysis workflowsSource 1 | Reusable skills and scheduled routinesSource 1 | Agent builder, event triggers, task routing, and orchestrationSource 1 |
| Enterprise Operations · Approval requirements | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Enterprise Operations · Execution visibility | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Permissions-aware governance and real-time oversightSource 1 |
| Enterprise Operations · Deployment options | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Enterprise Operations · Data handling | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. | Not verifiedNot verified in the reviewed official material. |
| Sales & CRM · CRM connections | Outside this profile’s reviewed scope | HubSpot is listed with Gmail, Slack, Notion, and other integrationsSource 1 | Outside this profile’s reviewed scope |
| Sales & CRM · Research sources | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Sales & CRM · Customer data access | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Sales & CRM · Outbound actions | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Sales & CRM · Approval requirements | Outside this profile’s reviewed scope | Not verifiedNot verified in the reviewed official material. | Outside this profile’s reviewed scope |
| Sales & CRM · Usage units | Outside this profile’s reviewed scope | Monthly per-seat credits pooled by workspaceSource 1 | Outside this profile’s reviewed scope |
| Verification | Partially verified · 2026-10-02 | Partially verified · 2026-10-02 | Partially verified · 2026-10-02 |
| Independent testing | Not conducted by uAgentKit | Not conducted by uAgentKit | Not conducted by uAgentKit |
The table shows the first three candidates. Add any 2–3 products to your shortlist for a different comparison.
A practical evaluation sequence
- Prepare the inputs and define a reviewable output.
- Check the candidate’s documented capability and plan eligibility.
- Run a small sample in the vendor product with authorized data.
- Review the result, permissions, sources and full operating cost.
Cost & human review
Check base subscriptions, seats, usage credits, connected app charges, hosting and any licensed source data. Trial access does not establish a recurring free allowance. Exact unverified prices remain unknown.
Test forbidden-document access, connector freshness, source traceability, retention, and tool authority.
Related editorial comparisons
Sources & limits
What “official sources” means We read vendor material for the claims cited below. This is a documentation review. No independent product test or professional endorsement is implied. Read our method →
- Official product information
Hebbia · www.hebbia.com · Read · 2026-10-02
- Official Lindy team-agent features
Lindy · www.lindy.ai · Read · 2026-10-02
- Official Lindy seat and credit model
Lindy · www.lindy.ai · Read · 2026-10-02
- Official Glean platform and enterprise search
Glean · www.glean.com · Read · 2026-10-02
- Official Glean Agents building, governance, and orchestration
Glean · www.glean.com · Read · 2026-10-02
- Official Dust collaboration, models, and permissions
Dust · dust.tt · Read · 2026-10-02
- Official Dust credits and enterprise options
Dust · dust.tt · Read · 2026-10-02
- Official Saner.AI personal assistant and task overview
Saner.AI · www.saner.ai · Read · 2026-10-02
- Official Saner.AI three-founder origin
Saner.AI · www.saner.ai · Read · 2026-10-02
- Official knowledge-worker and task-planning workflows
Saner.AI · www.saner.ai · Read · 2026-10-02
- Official Saner.AI plan limits and external-model cost boundaries
Saner.AI · www.saner.ai · Read · 2026-10-02