"Multiplayer AI" — shared, governed company-wide agents across your stack.
Tool useMemoryRAGMulti-agent
Demo · hover to playLangdock vs Vic.aiwhich AI ops agent should you pick in 2026?
GDPR-native multi-model AI workspace with built-in agent builder — Europe's Glean alternative.
Tool useMemoryRAGMulti-agent
Langdock vs Vic.ai — specs
| Spec | Langdock | Vic.ai |
|---|---|---|
| Agent Rank | 77 / 100 (A) | 70 / 100 (B) |
| Autonomy | Semi-autonomous | Autonomous |
| Pricing | Subscription · from $30 | Subscription · Free tier |
| Open source | No | No |
| Capabilities | Tool use, Memory, RAG, Multi-agent | Vision, Tool use, Memory |
| Integrations | 5 apps | 4 apps |
| Verified | — | Verified |
| Released | Feb 2025 | Jan 2025 |
Agent Rank breakdown
Langdock
Agent Rank
77/ 100
- Autonomy
- 8
- Capabilities
- 8
- Integrations
- 10
- Pricing
- 7
- Polish
- 7
- Verifiability
- 6
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Vic.ai
Agent Rank
70/ 100
- Autonomy
- 9
- Capabilities
- 6
- Integrations
- 2
- Pricing
- 9
- Polish
- 6
- Verifiability
- 10
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Pros & cons
Langdock
Pros
- +GDPR-native — built EU-first with German data residency and strict compliance defaults
- +Multi-model BYO (Anthropic, OpenAI, Google) without lock-in
- +Strong agent builder + connector library — Glean-class but priced for European mid-market
Cons
- −Smaller US presence and US partner ecosystem
- −Newer than Glean — fewer published US Fortune 500 case studies
- −Per-seat pricing adds up at scale (>50 users)
Vic.ai
Pros
- +70%+ reduction in manual AP work at deployed customers
- +Trained specifically on invoice/AP — much more accurate than general OCR + LLM
- +Vendor master cleanup happens as a side-effect
Cons
- −Mid-market and up — overkill for small businesses with <100 invoices/month
- −ERP integration is the longest part of deployment
- −Best on standard invoice formats; weaker on highly unstructured vendor bills
Pricing
Langdock
Free
Free
Individuals
- +1 workspace
- +GPT-4o + Claude
- +Limited connectors
Recommended
Pro
$30/seat/mo
Teams
- +Multi-model BYO
- +All connectors
- +Agent builder
Enterprise
Custom
Large EU orgs
- +SSO + audit
- +Custom retention
- +Dedicated EU tenant
Vic.ai
Mid-market
Custom
AP teams 5–50 people
- +Autonomous invoice processing
- +GL coding + approval routing
- +NetSuite/Sage/QuickBooks sync
Recommended
Enterprise
Custom
Large AP orgs
- +Custom workflows
- +Multi-entity / multi-currency
- +SSO + audit logs
- +Dedicated CS
Which one should you pick?
Langdock
Pick Langdock if its specific capabilities (Tool use, Memory) match what you need.
Try Langdock →Vic.ai
Pick Vic.ai if cost is the main constraint or if you want the highest autonomy and the verification loop is in place.
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Frequently asked
Should I pick Langdock or Vic.ai in 2026?+
Pick Langdock if its specific capabilities (Tool use, Memory) match what you need. Pick Vic.ai if cost is the main constraint or if you want the highest autonomy and the verification loop is in place. Most working teams running both can use Langdock for primary work and Vic.ai for the workflows where its specific strengths matter.
What's the price difference between Langdock and Vic.ai?+
Langdock starts at Subscription · from $30; Vic.ai starts at Subscription · Free tier. Vic.ai 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, Langdock or Vic.ai?+
Vic.ai is the more autonomous of the two (Autonomous vs Semi-autonomous). 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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