Question 1

Is Gumloop a Glean alternative?

Accepted Answer

For agent execution and workflow automation, yes. For document search across thousands of internal files, the two products are in different categories. Glean is built for indexed search, Gumloop is built for agents that take action. Teams can (and do) run both, with Gumloop handling agent execution and Glean handling search-grounded retrieval.

Question 2

We already have Glean. Should we replace it?

Accepted Answer

Not necessarily. Customers often layer Gumloop on top of Glean: Glean stays in place as the search and retrieval layer, and Gumloop adds agents that take action using the data that was retrieved. You get the indexed search you've already paid for, plus the agent runtime that's been missing.

Question 3

Can Gumloop find documents across thousands of internal files like Glean?

Accepted Answer

Not the way Glean does. Glean has spent years building their core product: a deep, indexed knowledge graph with chunk-level search and per-query permission filtering. Gumloop processes uploaded documents through a secure sandbox and queries connected systems live. If your primary need is large-scale document search, lean on Glean (or another search layer) for that piece and use Gumloop for the actions that follow.

Question 4

Does Gumloop have permission-aware AI like Glean?

Accepted Answer

They handle it differently. Glean checks each user's permissions every time an agent looks something up in their indexed copy of your data. Gumloop scopes each agent to a specific connected account (either the individual user's account or a shared team account, depending on how the agent is set up). Both approaches are enterprise-grade; they just answer the question of who is allowed to see what in different ways.

Question 5

How does pricing compare at scale?

Accepted Answer

Glean doesn't publish per-seat pricing; every plan goes to a sales conversation. Their structural model is publicly documented: their Enterprise Flex tier combines a per-seat license with a 'FlexCredits' pool for advanced features. The full security suite (continuous sensitive content scanning, prompt injection protection, agent alignment models) sits behind Glean Protect+ as a separately licensed add-on. Implementation, support, and renewal terms are negotiated per deal.

Gumloop publishes pricing publicly. Pro starts at $37/month with a credit-based model and unlimited seats. Enterprise bundles the full security and governance suite (SSO/SAML/SCIM, RBAC, audit logs, custom data retention, incognito mode, AI model access control, and VPC deployment) under one license, with no separate add-ons for the features your security and IT teams actually need.

Question 6

Can Gumloop agents actually write and run code?

Accepted Answer

Yes. Gumloop agents write Python and run it in a secure sandbox, with 80+ libraries already installed, persistent state across conversations, and access to every connected tool from inside the script. Glean's agents can generate code, but they don't run it end-to-end.

Question 7

Is Gumloop enterprise-ready?

Accepted Answer

Yes. SOC 2 Type II, HIPAA-ready, SSO, SCIM, full audit logging, customer-managed data retention, Zero Data Retention, and VPC deployment. App Policies let your security team approve or block specific tool calls before they run, AI governance lets you control which models are allowed across the org, and every agent action ties back to a real, auditable user account.

Question 8

When should I just use Glean?

Accepted Answer

Glean is excellent when your primary use case is document and knowledge search across hundreds of indexed sources, when your buyers care most about per-query permission filtering, or when you need the kind of vertical depth Glean has built up with retail, fintech, and customer-experience teams. Gumloop is best when your team needs agents that act across your entire tech stack (CRM, data warehouse, project tracking, and communications tools) with multi-step coordination and the ability to read AND write to the apps you run your business on.

	Gumloop	Glean
Platform and ease of use
Prebuilt integrations	100+	100+
Agents
Workflows with branching, conditionals, and loops
Code execution in managed sandboxes
White-labeled per-team Slack agents
Build custom MCP integrations, with natural language
AI capabilities
Read AND write across CRMs, data warehouses, and SaaS tools (Salesforce, HubSpot, Snowflake, BigQuery, etc.)
Multi-condition triggers across apps
Specialist subagents working in parallel
Continuous web monitoring (competitor pages, news, social)
HTML artifacts
Live artifacts (images, code)
External/public sharing of artifacts with admin policy controls
Support for skills
Skills can run code and call tools, not just provide instructions
Skills that set their own triggers
Skills that bind to MCP servers and external tools
Bring your own key (BYOK)
Allow/deny lists for AI models
Automatic model fallbacks
AI proxy routing
Indexed cross-source search
Document search across thousands of internal files
Per-query permission filter on indexed data
Pricing
Per-seat minimum	None	Custom (sales-led)
Major AI models included in subscription
Premium enrichment tools included (Apollo, Exa, Firecrawl, Semrush, etc.)
Free tier
Self-serve onboarding (no sales required)
Security, compliance, and governance
SOC 2 Type II
HIPAA-ready
SSO + SCIM
Zero Data Retention
Virtual private cloud deployment
Connector-level tool-call interception
Conversational analytics agent
Per-user / -agent / -service audit traces
Tracing of proxied MCP servers
Support and enablement
Dedicated CSM and solution architect (on enterprise)
On-site enablement (on enterprise)

Gumloop vs Glean: Which is best for you?

What Gumloop does that Glean can't

Agents that act on your system of record

Multi-agent orchestration with parallel execution

Triggers that span multiple apps

Agents that write and run their own code

Choose and manage models your way

Agents that create their own skills

Gumloop vs. Glean

Agents that do the work

Built for the systems where work happens

Always-current data

Gumloop vs. Glean

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