"Multiplayer AI" — shared, governed company-wide agents across your stack.
Tool useMemoryRAGMulti-agent
Demo · hover to playGlean vs Tofuwhich 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
Autonomous campaign execution across email, ads, and web at brand-safe scale.
Tool useMemoryRAG
Glean vs Tofu — specs
| Spec | Glean | Tofu |
|---|---|---|
| Agent Rank | 82 / 100 (A) | 63 / 100 (B) |
| Autonomy | Assistant | Autonomous |
| Pricing | Subscription · Free tier | Subscription |
| Open source | No | No |
| Capabilities | RAG, Memory, Tool use | Tool use, Memory, RAG |
| Integrations | 6 apps | 5 apps |
| Verified | Verified | — |
| Released | Feb 2025 | Jun 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?
Tofu
Agent Rank
63/ 100
- Autonomy
- 9
- Capabilities
- 6
- Integrations
- 6
- Pricing
- 4
- 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
Tofu
Pros
- +#1 in multiple 2026 marketing-agent buyer guides — top of the vertical
- +Autonomous orchestration across email + ads + web (most agents only do one channel)
- +Strong brand-governance — runs every output through brand library checks
Cons
- −Enterprise pricing only — no SMB self-serve
- −Newer than Writer/Jasper — fewer Fortune 500 case studies
- −Best ROI requires existing martech stack (HubSpot/Marketo/Salesforce)
Pricing
Glean
Recommended
Enterprise
Custom
Enterprises 200+ employees
- +Unified search across 100+ apps
- +Work assistant + custom agents
- +SSO + enterprise data isolation
Tofu
Growth
Custom
Mid-market
- +Email + ads + web
- +Brand library
- +HubSpot/Marketo sync
Recommended
Scale
Custom
Large brands
- +Unlimited campaigns
- +Multi-brand workspace
- +Advanced governance
Enterprise
Custom
Fortune 500
- +Custom integrations
- +Dedicated CS
- +Custom SLAs
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.
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Frequently asked
Should I pick Glean or Tofu 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 Tofu 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 Tofu for the workflows where its specific strengths matter.
What's the price difference between Glean and Tofu?+
Glean starts at Subscription · Free tier; Tofu starts at Subscription. 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 Tofu?+
Tofu is the more autonomous of the two (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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Adjacent agents in the same category with overlapping capabilities — worth a side-by-side glance before you commit.
- 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 Tofu
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