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Standard Enterprise Knowledge & Agent Platform

WeKnora Enterprise AI Knowledge & Agent Service

Deployable, operable AI knowledge retrieval and agent workflows built upon open-source WeKnora. Currently delivered via controlled pilots and dedicated managed hosting using standard APIs, MCP, and Skills.

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1 & 2. Target Customers & Core Problem Solved

Who It Is Built For
SMB IT leads, enterprise knowledge operations teams, and AI solution integrators.
Core Problem Solved
Eliminates scattered enterprise documents, ungrounded LLM answers without citations, and high maintenance overhead of self-hosting vector stores and MCP toolchains.

3. Core Product Capabilities

  • Chunking, hybrid retrieval, and citation-backed Q&A across Document KBs, FAQs, and Wikis.
  • Rapid assembly of verified Agents, MCP servers, and reviewed Skills.
  • Workspace member collaboration, role assignment, and API integration.

Core Capabilities & Delivery Readiness

Live

Multi-Source Knowledge Governance

Controlled ingestion and hybrid retrieval across Markdown docs, validated FAQs, and Wikis.

Live

MCP & Skill Extensibility

Native compatibility with Resource Hub read-only tools and audited enterprise MCP endpoints.

In Pilot

Smooth Pilot-to-Dedicated Upgrade

Seamless transition from controlled pilot workspaces to isolated single-tenant hosting.

4. How It Is Delivered

  • Controlled Pilot: Verified pilot environment provisioned after review for PoC validation.
  • Dedicated Managed Hosting: Single-tenant isolated instance, database, and storage operated by our engineers.
  • Private On-Premises: Standard deployment bundle and operations SOP delivered to customer infrastructure.

5. Data Isolation & Handling

  • Organization-to-instance routing is enforced server-side; workspace separation is never conflated with unverified public multi-tenancy.
  • Model token billing and BYO-key options are transparently separated; customer documents are never used to train public models.

Frequently Asked Questions

Is instant self-service shared SaaS registration open today?

To guarantee strict tenant, API key, and model cost isolation, trials are currently provisioned via reviewed applications rather than open anonymous signup.

Are LLM token fees bundled or billed separately?

You may bring your own model API keys or opt into metered model packages; compute/hosting and token consumption are itemized transparently.