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Stop hunting through folders and chat history. Talk to ProsperaSoft about an AI knowledge assistant built on your content and your permissions.
Enterprise Search, Reinvented with AI
Employees spend a large part of their week looking for information spread across drives, wikis, tickets and email. AI enterprise search combines classic search with language models so people can ask a question in plain language and get an answer with links to the source documents.
We build these assistants with retrieval-augmented generation on enterprise search engines and vector databases, with connectors to your content sources and MCP servers so the same knowledge is available in Claude, ChatGPT and your own tools. See our legal AI chatbot case study.
Why ProsperaSoft for Enterprise AI Search
Enterprise search has been our core practice for years with Solr, Elasticsearch, OpenSearch and dtSearch. The hard problems in AI search are still search problems: connectors, permissions, freshness, relevance and evaluation.
We deliver assistants that respect document-level access control, show their sources, and can run in your own cloud with the model of your choice, including private open-source models.
AI Knowledge Search Solutions
Content Connectors
SharePoint, OneDrive, Confluence, Google Drive, Jira, Zendesk, Slack, file servers and databases.
Permission-Aware Retrieval
Document-level access control synced from your identity provider so users only see what they may see.
Answers with Citations
Generated answers that quote and link to the underlying documents for verification.
Hybrid Search
Keyword, vector and re-ranking combined for accurate results on names, codes and concepts.
Assistant Interfaces
Web app, Teams and Slack bots, browser extensions and MCP access for AI clients.
Private Deployment
Deploy in your cloud with Azure OpenAI, AWS Bedrock or self-hosted models for sensitive data.
Knowledge Search Use Cases
Employee Help Desk
HR, IT and policy questions answered instantly.
Engineering Knowledge
Designs, runbooks and past incidents searchable in one place.
Sales Enablement
Product facts, case studies and proposals found in seconds.
Legal and Compliance
Contracts and policies searched and compared with sources.
TECHNICAL EXPERTISE
Frequently asked questions
What is AI enterprise search?
AI enterprise search lets employees ask questions in plain language across company content sources and get answers with citations, combining traditional search with retrieval-augmented generation.
Does the assistant respect document permissions?
Yes. We sync access control lists from your sources and identity provider and filter results at query time, so answers only use documents the user is allowed to read.
Which content sources can be connected?
SharePoint, OneDrive, Confluence, Google Drive, Jira, Zendesk, Slack, email archives, file servers, databases and custom applications through APIs.
Can it run without sending data to public AI services?
Yes. We can deploy with Azure OpenAI or AWS Bedrock in your tenant, or with self-hosted open-source models fully inside your environment.
How is this different from Microsoft Copilot or Glean?
Those are packaged products. We build a solution tailored to your sources, permissions, workflows and hosting requirements, and you own it. We can also extend packaged tools through connectors and MCP.