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Damira AI

Knowledge Base

Upload your runbooks, configs, and team docs to get answers specific to your environment.

The knowledge base lets you upload your own documentation so the assistant can reference it alongside its built-in engineering knowledge.

How It Works

Upload a document once. Every future question automatically searches your uploaded docs alongside built-in vendor knowledge. Personal and team results are always prioritized over generic documentation.

Built-In Vendor Knowledge

Damira includes pre-ingested practitioner knowledge for major network vendors and infrastructure services — no uploads needed. This knowledge is available to all tiers automatically.

Covered vendors and domains: Palo Alto, Fortinet, Juniper, Arista, Infoblox, and multi-vendor network services (DNS, DHCP, NTP, SNMP).

Your uploaded documents layer on top of this built-in knowledge. Personal and team docs are always prioritized in search results.

Personal Knowledge Base

Your personal knowledge base is private to your account.

Upload from Dashboard

  1. Go to Dashboard > Documents
  2. Click Upload Document
  3. Select a file — it is processed and indexed automatically

Upload from VS Code

Click the paperclip icon in the chat input, select a file, and the assistant confirms ingestion.

Supported Formats

FormatExtensionNotes
PDF.pdfText extracted from all pages
Markdown.mdDirect text indexing
Plain text.txtDirect text indexing
Word.docxParagraph text extracted
CSV.csvRow data converted to searchable text
Excel.xlsxPer-sheet extraction, rows batched

Maximum file size: 10 MB

Storage Quotas

PlanPersonal DocsTeam Docs
Free / StarterNot availableNot available
Pro5,000 chunks5,000 chunks
Team5,000 chunks50,000 chunks
Enterprise20,000 chunks200,000 chunks

A typical 20-page PDF generates around 40-60 chunks.

Managing Documents

From the dashboard you can view all uploaded documents, see chunk counts and quota usage, and delete individual documents or clear everything.

Team Knowledge Base

Team docs are shared across your organization. When any team member asks a question, the assistant searches team docs first. Requires a Team plan or higher.

What to Upload

  • IP address schemes and VLAN maps
  • Device inventories with hostname, model, IP, and role
  • Runbooks for common operational tasks
  • Naming conventions for devices, interfaces, and VLANs
  • Change procedures and checklists

Security

PII redaction — sensitive data is stripped before the AI model sees it

  • Personal docs are only accessible by your account
  • Team docs are scoped to your organization
  • All documents are stored encrypted at rest
  • The assistant uses your docs to improve answers but does not share them with other users or use them for training

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