"Multiplayer AI" — shared, governed company-wide agents across your stack.
Tool useMemoryRAGMulti-agent
Demo · hover to playGlean vs Sakana AIwhich 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 Sakana AI — specs
| Spec | Glean | Sakana AI |
|---|---|---|
| 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, Multi-agent |
| Integrations | 6 apps | 3 apps |
| Verified | Verified | — |
| Released | Feb 2025 | Sep 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?
Sakana AI
Agent Rank
63/ 100
- Autonomy
- 9
- Capabilities
- 8
- Integrations
- 4
- 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
Sakana AI
Pros
- +$135M Series B Nov 2025 at $2.65B valuation — Japan's breakout agent player
- +Production at MUFG, SMFG + Japan defense (ATLA contract)
- +Native Japanese-language strength — top of "AI エージェント" SERPs
Cons
- −Enterprise sales motion only — no self-serve
- −US/EU presence early stage; brand recognition mostly in APAC
- −Limited public benchmarks vs Western multi-agent competitors
Pricing
Glean
Recommended
Enterprise
Custom
Enterprises 200+ employees
- +Unified search across 100+ apps
- +Work assistant + custom agents
- +SSO + enterprise data isolation
Sakana AI
Pilot
Custom
Enterprise pilots
- +TRINITY multi-agent orchestration
- +1 use case
- +JP support team
Recommended
Production
Custom
Japanese enterprises
- +Unlimited use cases
- +Finance underwriting agents
- +On-prem + sovereign deployment
Defense
Custom
Government
- +ATLA-grade security
- +Air-gapped deployment
- +Dedicated engineering team
Which one should you pick?
Glean
Pick Glean if cost is the main constraint or if your stack spans many tools and integration depth is the constraint.
Try Glean →Sakana AI
Pick Sakana AI if you want the highest autonomy and the verification loop is in place.
Try Sakana AI →Affiliate links. We may earn a commission at no extra cost to you.
Frequently asked
Should I pick Glean or Sakana AI in 2026?+
Pick Glean if cost is the main constraint or if your stack spans many tools and integration depth is the constraint. Pick Sakana AI 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 Sakana AI for the workflows where its specific strengths matter.
What's the price difference between Glean and Sakana AI?+
Glean starts at Subscription · Free tier; Sakana AI 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 Sakana AI?+
Sakana AI 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.
Readers comparing Glean and Sakana AI also picked
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 Sakana AI
Want the real monthly cost at your volume? Run the TCO calculator →
← Build your own comparison