Spawnlabs vs Dust//ENTERPRISE KNOWLEDGE AI

Knowledge is necessary. Execution is the work.

Dust is a knowledge-assistant layer for enterprise — connects your docs, answers questions, surfaces context. Spawnlabs goes further: the agent does the work, builds the tools, and ships the artifacts — using that knowledge as input.

DoesWork + knowledge
ShipsApps + infra
EncodesA person
01 //THE 30-SECOND VERSION04 ROWS

Dust is a retrieval + assistant layer: your company's knowledge made queryable. Spawnlabs is a work layer: knowledge is the input, completed work is the output — with the tools and apps the work produces.

SpawnlabsDust
Primary surfaceAgents that do workAssistants that answer questions
OutputCompleted workflows + infraAnswers with citations
EncodesA specific personAn organization's knowledge
Best whenWork needs to runKnowledge needs to surface
02 //WHICH TO PICKHONEST

When Dust is the right choice

  • Your core need is knowledge retrieval across scattered docs — a smart internal search layer.
  • You want a chat assistant your team opens to ask questions about the company.
  • You care about connecting many data sources into one queryable interface.

When Spawnlabs is the right choice

  • You want the agent to execute work continuously, not just answer questions when asked.
  • You want the agent to build dashboards, CRMs, and apps that ship alongside the work.
  • You want encoded per-person expertise — not a firm-level assistant.
  • You need scheduled, event-triggered, background execution — not chat-on-demand.
03 //FEATURE BY FEATURE09 ROWS
SpawnlabsDust
Primary userKnowledge workers doing workEnterprise teams retrieving knowledge
EncodesA specific person's expertiseA company's knowledge (docs, data)
Execution modelBackground, scheduled, 24/7Interactive chat + assistant queries
Memory across sessionsPersistent brain (MEMORY.md), exportableConversation history per assistant
Self-extending (builds + ships tools)Builds dashboards, CRMs, pipelines, appsRetrieves and answers; doesn't build infra
OwnershipExpert owns the agentEnterprise owns assistants; workspace-bound
Data connectors200+ tools + customDeep data source library, enterprise focus
PricingFlat credit poolPer-user enterprise SaaS
Best forDigitizing how people workRetrieving organizational knowledge
04 //IN PRACTICEEXAMPLE

Concrete example — a consultant's client engagement

With Dust: ask 'what do we know about this client's industry' → returns cited snippets from your firm's past decks. Useful. With Spawnlabs: the consultant's agent pulls from the same sources, builds the market benchmarks dashboard, drafts the deck in your firm's template, ships a microsite for the client to review work in progress, and tracks the engagement's workstreams. Knowledge in, completed work out.

05 //QUESTIONS04 ASKED

Things people ask before switching from Dust.

07 //MOVE

Switching from Dust? Start with one workflow.

Encode the process that eats the most hours. See what an agent does with it in your first call.