How does RAG stop my agents from hallucinating?

Before an agent responds, it searches your knowledge base for relevant content — product docs, playbooks, pricing, FAQs. It uses that retrieved content as the factual basis for its answer. If the answer is not in your knowledge base, the agent says so instead of inventing something. Every response is grounded in your real data, explainable and traceable to a source your team can verify.

What content should I put in my RAG knowledge base?

Start with the content your agents need most: product documentation, pricing logic, objection handling guides, sales playbooks, customer FAQs, onboarding instructions and internal process documentation. The more relevant content your knowledge base contains, the more accurate and useful your agents become. You can scope knowledge by department, by agent or by use case so each agent only accesses what it needs.

Is my knowledge base data secure and private?

Yes. Your knowledge base lives in your Orbitype workspace — in your database, under your permissions. It never leaves your infrastructure to train external models. RAG queries are scoped to your workspace and authenticated via your API keys. Sensitive knowledge stays protected and compliant at all times.

Can I use Orbitype as a headless CMS for my website or web app?

Yes. Every content table in Orbitype has an auto-generated REST API. Your frontend fetches content from the API exactly like any headless CMS — but with the added benefit that the same content powers your AI agents, your workflows and your artifacts. One database, one API, every consumer. No content duplication, no sync issues.

How does multilang work for GTM campaigns and sales materials?

Store multilingual content in the same database record — English and German in the same row, accessed via the same API. Set the language at workspace, user or resource level and Orbitype serves the right version reactively. Your agents respond in the prospect language. Your artifacts display in the visitor language. Your team works in their preferred language. One infrastructure, every market, zero duplication.

What can non-technical team members do with the visual data editor?

They can browse, filter, search and edit any data in their workspace without writing SQL or touching code. Table views show structured data clearly. File views show stored assets. The visual JSON editor lets them expand, collapse and edit nested structures visually. Permissions ensure they only see and edit what they are authorised for. Your ops team updates records. Your marketing team manages content. Your sales team edits their pipeline. All without a developer in the loop.

Data and Knowledge

Your GTM Brain.
Structured. Searchable. Always Current.
Your GTM Brain. Always Current.

The knowledge layer that powers every agent, every workflow and every artifact. Your content, your company knowledge, your data — structured, API-ready and available in every language your market requires.

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Your best GTM knowledge is trapped — in Notion pages nobody reads, in docs that are six months out of date, in the heads of three people who might leave next quarter. Orbitype gives you a structured knowledge layer that your agents can actually use. Your content is API-ready the moment you create it. Your company knowledge powers agents that answer accurately instead of hallucinating. Your data is visible and editable by any team member regardless of technical skill. And your entire GTM motion runs in every language your market requires — without duplicating your stack or your effort.

Four knowledge pillars. One GTM brain.

Data and knowledge are not the same thing. Data is what you store. Knowledge is what your agents, your team and your customers can actually use. Orbitype gives you both — structured, connected and always current.

Headless CMS — your content, structured and API-ready: Store and manage all your GTM content in Orbitype — blog posts, case studies, documentation, landing page copy, product descriptions, sales enablement materials. Every piece of content has a status workflow, SEO metadata, social distribution fields and an instant REST API. Your website, your web app and your agents all pull from the same single source of truth. No content duplication, no sync issues, no stale copy in production.

RAG Knowledge Base — agents that answer from your data, not from guesswork: Standard AI hallucinates. It fills gaps in its knowledge with plausible-sounding fiction. RAG — Retrieval-Augmented Generation — fixes this by grounding every agent response in your actual company data. Feed your knowledge base with product documentation, sales playbooks, objection handling guides, pricing logic, customer FAQs and internal processes. Your agents search it before they respond. Every answer is accurate, explainable and traceable back to a real source. Your support agent stops making things up. Your sales agent quotes the right pricing. Your onboarding agent gives the right instructions.

Visual Data Editor and Views — any data shape, any team: Not everyone on your GTM team is a developer. Orbitype gives every team member a visual interface to explore, filter and edit any data structure — from simple tables to deeply nested JSON. Use Postgres WHERE clauses for advanced filtering. Switch between table view, file view, code view, tree view and meta view depending on what you need. Generate TypeScript types automatically from any JSON structure. Set granular permissions so each team member sees exactly what they need and nothing they should not.

i18n and Multilang — your GTM motion in every market: Set languages at the workspace, user or resource level. Switch content and interfaces reactively without rebuilding your stack. Store multilingual content for your website, your campaigns and your sales materials in the same database, with the same API, accessed by the same agents. Your German sales team works in German. Your UK marketing team works in English. Your agents respond in the language of the prospect. One infrastructure, every market.

What GTM teams ask about data and knowledge

RAG & AI Knowledge

: Before an agent responds, it searches your knowledge base for relevant content — product docs, playbooks, pricing, FAQs. It uses that retrieved content as the factual basis for its answer. If the answer is not in your knowledge base, the agent says so instead of inventing something. Every response is grounded in your real data, explainable and traceable to a source your team can verify.
: Start with the content your agents need most: product documentation, pricing logic, objection handling guides, sales playbooks, customer FAQs, onboarding instructions and internal process documentation. The more relevant content your knowledge base contains, the more accurate and useful your agents become. You can scope knowledge by department, by agent or by use case so each agent only accesses what it needs.
: Yes. Your knowledge base lives in your Orbitype workspace — in your database, under your permissions. It never leaves your infrastructure to train external models. RAG queries are scoped to your workspace and authenticated via your API keys. Sensitive knowledge stays protected and compliant at all times.

CMS, Views & Multilang

: Yes. Every content table in Orbitype has an auto-generated REST API. Your frontend fetches content from the API exactly like any headless CMS — but with the added benefit that the same content powers your AI agents, your workflows and your artifacts. One database, one API, every consumer. No content duplication, no sync issues.
: Store multilingual content in the same database record — English and German in the same row, accessed via the same API. Set the language at workspace, user or resource level and Orbitype serves the right version reactively. Your agents respond in the prospect language. Your artifacts display in the visitor language. Your team works in their preferred language. One infrastructure, every market, zero duplication.
: They can browse, filter, search and edit any data in their workspace without writing SQL or touching code. Table views show structured data clearly. File views show stored assets. The visual JSON editor lets them expand, collapse and edit nested structures visually. Permissions ensure they only see and edit what they are authorised for. Your ops team updates records. Your marketing team manages content. Your sales team edits their pipeline. All without a developer in the loop.

Your agents are only as good as the knowledge you give them.

Build your GTM knowledge base today. Structure your content, ground your agents in real data, enable every market and give every team member the data access they need — without a developer.

Your GTM Brain.Structured. Searchable. Always Current.Your GTM Brain. Always Current.