QUICK VERDICT
The 30-Second Answer
Dust is the right tool if you want a fast, well-designed AI workspace where teams build assistants grounded in Notion, Slack, Google Drive, and GitHub, and €29/user/month Pro or a custom Enterprise plan fits your use case.
VDF AI is the right tool if you need agents that act across multiple enterprise systems (read and write), run multi-step DAG workflows, need EU AI Act evidence trails, on-prem deployment, or predictable flat per-seat pricing at governed production scale.
PRICING & DEPLOYMENT
Dust Pricing & Enterprise Support
The real cost comparison goes beyond the sticker price.
Dust Pricing
Verified June 2026 on dust.tt/home/pricing
Dust is SaaS-only. No self-hosted or on-premises edition. Enterprise plan requires a 100-user minimum.
VDF AI Pricing
Flat commercial model
Predictable cost regardless of how many AI calls your agents make.
The deployment trade-off
Dust is SaaS-only with US or EU hosting options on the Enterprise plan. There is no self-hosted or on-premises edition. For regulated industries that require agents to run within their own infrastructure — air-gapped, sovereign, or zero-egress environments — VDF AI’s vendor-supported on-prem deployment is the path forward.
GOVERNANCE
Governance & Auditability
The gap that matters most when regulated industries evaluate Dust.
Audit trails
RBAC & access control
EU AI Act readiness
Data residency
Cost & energy observability
On-premises deployment
DEEP DIVE
Knowledge Workspace & AI Assistants
Dust’s biggest strength — and where the trade-offs start.
Dust’s Knowledge Approach
- Fast knowledge setup — connect Notion, Slack, Google Drive, and GitHub in minutes with native ingestion UX
- Custom assistants — build assistants with specific data sources, instructions, and model choices without code
- Multi-model flexibility — OpenAI, Anthropic, Google, Mistral per-assistant choice
- Write access — retrieval-first design; agent write actions to enterprise systems: verify with Dust
- Multi-step DAGs — conversational assistants; complex multi-step orchestration: verify with Dust
VDF AI’s Agent Approach
- Write access to SaaS — create, update, comment across M365, Jira, Confluence, GitHub, Slack, Zoom via MCP tools
- Multi-step DAG orchestration — Networks v3 nested networks with intent decomposition
- Governed data access — audit trails and RBAC for every retrieval and action
- SEEMR adaptive routing — real-time model selection across cost, quality, latency, and energy
- Knowledge setup — OAuth connectors with semantic retrieval; less drag-and-drop than Dust’s workspace UX
For teams that use Dust for conversational knowledge assistants and need governed action-taking agents, both platforms can coexist.
ORCHESTRATION
Multi-Agent Orchestration
The architectural gap that appears when teams need agents that do more than answer questions.
Dust
Team AI knowledge workspace
- Knowledge connectors — Notion, Slack, Google Drive, GitHub with native ingestion
- Custom assistants — conversational agents grounded in company data
- Multi-model support — swap OpenAI, Anthropic, Google, Mistral per assistant
- Team workspace — shared assistant library with collaborative building
Designed for teams that need grounded answers from company knowledge. Complex multi-step agentic workflows across enterprise systems are outside the primary design scope.
VDF AI
Enterprise orchestration plane
- Networks v3 — spec-driven DAGs with nested networks and intent decomposition
- Agent Hub — 6-step builder, multi-provider routing, MCP tool registry
- SEEMR — Self-Evolving Model Router with four live dimensions (architecture)
- MCP Server — tool execution wired to 10+ enterprise connectors
- Vault — durable encrypted run history for investigations
Purpose-built for scenarios where agents must take actions across multiple SaaS systems in coordinated production workflows.
DEPLOYMENT
Deployment Ownership
Who carries the pager when your AI agents are in production?
| Dimension | Dust | VDF AI |
|---|---|---|
| Cloud hosting | Dust Cloud SaaS (US or EU on Enterprise) | VDF AI Cloud (vendor-operated) |
| Self-hosted / on-prem | Not available — SaaS only | Vendor-supported on-prem with SLAs |
| Hybrid deployment | Not available | Cloud + on-prem hybrid as a supported pattern |
| Air-gapped / sovereign | Not available | Air-gapped and zero-egress options |
| Data residency guarantees | Enterprise: US or EU hosting choice | EU and regional residency at agent/workflow level |
| SSO / SCIM | Okta, Entra, JumpCloud, SCIM (Enterprise) | Enterprise RBAC and auth |
| Compliance certifications | SOC 2 Type II, GDPR, HIPAA-enabling | EU AI Act-aligned controls, data residency |
FAIR PLAY
When to Use Dust
Dust earned strong traction with knowledge-work teams — here is where it shines.
Dust is the right call when…
- You want assistants that answer questions grounded in Notion, Slack, Google Drive, and GitHub — fast setup, no engineering overhead.
- €29/user/month Pro or a custom Enterprise plan fits your buying motion and team size.
- A collaborative team workspace where anyone can build and refine assistants is the primary UX requirement.
- You don’t yet need on-prem deployment, agent write access to production SaaS systems, or EU AI Act evidence trails.
- Multi-model flexibility (OpenAI, Anthropic, Google, Mistral) per-assistant matters more than adaptive model routing.
- Your $40M-backed vendor with SOC 2 / GDPR / HIPAA certifications meets your compliance gate.
Dust’s genuine strengths
Connect Notion, Slack, Google Drive, and GitHub in minutes; build assistants without writing code. Time from sign-up to working assistant is measured in hours.
Shared assistant library with role-based access. Non-technical team members build and improve assistants alongside developers.
€29/user/month Pro makes Dust approachable for teams that don’t yet need enterprise platform procurement.
Swap between OpenAI, Anthropic, Google, and Mistral per assistant without rewriting logic — strong model flexibility for different use cases.
GRADUATION SIGNALS
When to Graduate to VDF AI
Signs that your AI needs have outgrown what a knowledge workspace was designed for.
Agents need to write, not just read
Dust assistants retrieve from knowledge bases. When agents must create Jira tickets, update CRM records, comment in Slack, or commit to GitHub, you need write-access connectors with audit — not just retrieval.
Workflows span multiple systems
When a single orchestration needs to read from Confluence, create a ticket, update Slack, and commit code — you need multi-step DAGs, not conversational assistants. VDF AI Networks v3 handles that coordination.
EU AI Act evidence is required
Dust offers EU hosting and GDPR certification. But when legal needs Article 6–51 classification evidence, per-run audit trails, and data residency at the workflow level, you need purpose-built compliance tooling.
On-premises is non-negotiable
Dust is SaaS-only. If your regulated industry requires agents to run within your own infrastructure — air-gapped, sovereign, or zero-egress — you need a vendor-supported on-prem platform.
Agents need to coordinate
Conversational assistants work in Dust. But when ten agents need nested DAGs, intent decomposition, and shared state across four SaaS systems — you need an orchestration plane, not a workspace.
FinOps needs per-node telemetry
VDF AI provides per-node cost, latency, and energy metrics — the granularity FinOps teams need to govern LLM spend across production agents at enterprise scale.
MIGRATION
Migration Path
You do not have to replace Dust. Here is how teams layer VDF AI on top.
Assess & map
VDF AI’s integration team audits your Dust assistants, connected data sources, and team workflows. We identify which use cases benefit from governed orchestration and which stay on Dust as knowledge assistants.
Layer & coexist
Keep Dust for conversational knowledge assistants your team already uses. VDF AI handles new workflows that need write access, multi-step DAGs, or EU AI Act evidence trails. The two platforms run at different layers of the AI toolchain.
Add enterprise connectors
VDF AI’s OAuth-first connectors for M365, Jira, Confluence, GitHub, Slack, and Zoom give agents write access with semantic retrieval, audit logging, and RBAC built in.
Graduate orchestration
Move complex cross-system workflows to Networks v3 with spec-driven DAGs, nested networks, and intent decomposition. Dust remains for team knowledge assistants if your team still values the workspace UX.
FULL COMPARISON
Feature by Feature
Dust pricing and features verified June 2026 against dust.tt/home/pricing and product pages.
| Capability | VDF AI | Dust |
|---|---|---|
| Primary category | Governed enterprise agent orchestration | Team AI knowledge workspace & assistant builder |
| Pricing model | Flat per-seat — no per-user metering | €29/user/mo Pro; Enterprise custom (100+ users) |
| Knowledge base connectors | Semantic retrieval via MCP connectors | Notion, Slack, Google Drive, GitHub with native ingestion UX |
| Multi-step agentic workflows | Networks v3 DAGs with write access, branches, nested agents | Conversational assistants; complex multi-step DAGs: verify with Dust |
| Write access to enterprise systems | Via MCP tools (create, update, comment across SaaS) | Retrieval-first; write actions: verify current capabilities |
| Multi-model LLM support | Any provider via SEEMR adaptive routing | OpenAI, Anthropic, Google, Mistral per-assistant choice |
| Enterprise SSO / SCIM | RBAC + enterprise auth | Okta, Entra, JumpCloud, SCIM on Enterprise plan |
| EU AI Act tooling | Built-in aligned controls & data residency routing | EU hosting option (Enterprise); GDPR certified; EU AI Act classification: not stated |
| Cost & energy analytics | Per-node cost, latency, energy telemetry | LLM cost visibility: verify current capabilities |
| Deployment | Cloud, hybrid, vendor-supported on-prem | Cloud SaaS only (US or EU hosting) |
| Target buyer | Enterprise AI platform / risk teams | Teams wanting grounded AI assistants on company knowledge, fast |
Dust pricing verified June 2026 against dust.tt/home/pricing. Dust is SaaS-only with US or EU hosting on the Enterprise plan; no self-hosted edition is available. $40M Series B raised May 2026 (Abstract, Sequoia, Snowflake Ventures, Datadog).
FAQ
Frequently Asked Questions
What enterprise buyers ask when evaluating Dust alternatives.
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Ready for Agents That Act, Not Just Answer?
When your knowledge assistants need to write to Jira, update records, or run EU AI Act-auditable multi-step workflows, VDF AI picks up where knowledge workspaces leave off — without throwing away what already works.