"Multiplayer AI" — shared, governed company-wide agents across your stack.
Tool useMemoryRAGMulti-agent
Demo · hover to playGlean vs Gumloopwhich AI ops agent should you pick in 2026?
Enterprise AI worker — unified search, work assistant, and custom agents grounded in your company knowledge.
RAGMemoryTool use
Glean vs Gumloop — specs
| Spec | Glean | Gumloop |
|---|---|---|
| Agent Rank | 82 / 100 (A) | 75 / 100 (A) |
| Autonomy | Assistant | Semi-autonomous |
| Pricing | Subscription · Free tier | Freemium · from $99 |
| Open source | No | No |
| Capabilities | RAG, Memory, Tool use | Tool use, Memory, Multi-agent, Browser |
| Integrations | 6 apps | 6 apps |
| Verified | Verified | — |
| Released | Feb 2025 | Feb 2025 |
Agent Rank breakdown
Glean
Agent Rank
82/ 100
- Autonomy
- 7
- Capabilities
- 6
- Integrations
- 10
- Pricing
- 9
- Polish
- 7
- Verifiability
- 10
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Gumloop
Agent Rank
75/ 100
- Autonomy
- 8
- Capabilities
- 8
- Integrations
- 10
- Pricing
- 6
- Polish
- 7
- Verifiability
- 6
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Pros & cons
Glean
Pros
- +Single best enterprise knowledge agent in 2026 — instant grounding in your company data
- +Custom Agents (Glean Agents) let teams build internal workflows without code
- +Strong permission-aware retrieval — agents see only what users are allowed to
Cons
- −Enterprise-only — typically $50K+ ACV minimum
- −Initial connector setup takes weeks for full coverage
- −Pricier than ChatGPT Enterprise on a per-seat basis
Gumloop
Pros
- +YC-backed; named alongside Salesforce Agentforce in 2026 ops/marketing leader lists
- +Visual canvas + 80+ integrations — fastest no-code agent builder out there
- +Strong template community (browse + remix prebuilt agent workflows)
Cons
- −Credit-based pricing can spike on heavy workflows (multi-step LLM chains)
- −Less programmable than Zapier/Make for power users wanting custom code
- −Newer (2024 launch) — fewer enterprise case studies than n8n
Pricing
Glean
Recommended
Enterprise
Custom
Enterprises 200+ employees
- +Unified search across 100+ apps
- +Work assistant + custom agents
- +SSO + enterprise data isolation
Gumloop
Free
Free
Individuals
- +1000 credits/mo
- +Public templates
- +Community support
Recommended
Pro
$99/mo
Solo + Small teams
- +25K credits/mo
- +All integrations
- +API access
Team
$299/mo
Teams 5+
- +Unlimited workspaces
- +Shared agents
- +Priority support
Enterprise
Custom
Large orgs
- +Custom credits
- +SSO
- +Dedicated CS
Which one should you pick?
Glean
Pick Glean if cost is the main constraint or if you want a vendor we've verified for accessibility and pricing accuracy.
Try Glean →Gumloop
Pick Gumloop if you want the highest autonomy and the verification loop is in place.
Try Gumloop →Affiliate links. We may earn a commission at no extra cost to you.
Frequently asked
Should I pick Glean or Gumloop in 2026?+
Pick Glean if cost is the main constraint or if you want a vendor we've verified for accessibility and pricing accuracy. Pick Gumloop if you want the highest autonomy and the verification loop is in place. Most working teams running both can use Glean for primary work and Gumloop for the workflows where its specific strengths matter.
What's the price difference between Glean and Gumloop?+
Glean starts at Subscription · Free tier; Gumloop starts at Freemium · from $99. Glean is the cheaper entry option. For team deployments the TCO can differ — use the AI Agent Rank TCO calculator for your specific volume.
Which is more autonomous, Glean or Gumloop?+
Gumloop is the more autonomous of the two (Semi-autonomous vs Assistant). Higher autonomy ships throughput faster but requires verification loops in place — see our autonomous-vs-copilot framing for when each tier wins.
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- Demo · hover to play
GDPR-native multi-model AI workspace with built-in agent builder — Europe's Glean alternative.
Tool useMemoryRAGMulti-agent
Demo · hover to playEnterprise "Agent OS" with trust, memory, and multi-agent coordination — built by ex-Atlassian CTO.
Tool useMemoryRAGMulti-agent
See more alternatives: alternatives to Glean · alternatives to Gumloop
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