Enterprise search and knowledge
Internal search and Q&A across company knowledge.
32 tools. Adoption level is the effort to run it well, not a quality score. Limitations are sourced; a blank means none documented yet.
| Tool | Best for | Level | Pricing | Key documented limitation |
|---|---|---|---|---|
| Algolia | Personalized search & recs. | L4 Orchestrated | $$ | None documented yet |
| BAILII | Large organizations with massive SharePoint and Microsoft 365 environments. | L3 Integrated | Enterprise / Contact sales | None documented yet |
| Bloomfire | Improved knowledge accessibility, enhanced employee productivity, reduced information silos | L2 Assisted | Not published. Ask the vendor. | None documented yet |
| CustomGPT.ai | Sales and CS teams for internal knowledge retrieval | L3 Integrated | $49/mo Starter + Enterprise tiers | None documented yet |
| Dashworks | Finding, understanding, and automating work-related information | L2 Assisted | Not published | None documented yet |
| Glean | Finding, understanding, and automating work-related information | L2 Assisted | Not published | None documented yet |
| GoSearch | Enterprises needing unified search across siloed apps like Slack, Drive, and Jira. | L4 Orchestrated | $8/user/mo + Enterprise tiers | None documented yet |
| Guru | Information-heavy teams needing to query internal docs. | L3 Integrated | Free + $15/user/mo Pro tier | None documented yet |
| Humata | Extracting insights from large volumes of documents | L2 Assisted | Not published | None documented yet |
| Kapa.ai | Publishers and content teams needing semantic search for their own websites. | L3 Integrated | $300/mo + Enterprise | None documented yet |
| Knode | Knowledge organization, search, collaboration | L2 Assisted | Not published | None documented yet |
| Knowledgenet AI | Knowledge management, decision support, collaboration | L2 Assisted | Not published | None documented yet |
| LightPDF AI | Legal and research professionals needing factual verification from PDFs. | L2 Assisted | Free + $19.99/mo Pro | None documented yet |
| Lightspark (within Adobe Acrobat) | Professional services and legal teams needing specific document Q&A chat | L2 Assisted | $4.99/mo add-on for Acrobat users | None documented yet |
| Mem.ai | Knowledge workers who need to organize and search through massive personal/professional data. | L3 Integrated | Free + $12/mo Personal Pro | None documented yet |
| Mendable | Developers and researchers needing to search and understand complex codebases and technical docs | L2 Assisted | Free + $25/mo Starter + Enterprise | None documented yet |
| PatternAI | Automating and enhancing work processes | L2 Assisted | Not published | None documented yet |
| Perplexity for Enterprise | Teams needing an AI-powered search interface over their internal databases and docs. | L4 Orchestrated | $40/user/mo + Enterprise | None documented yet |
| Poe for Business | Enterprises needing a secure, unified AI workspace for workforce productivity. | L3 Integrated | $15/user/mo + enterprise custom | None documented yet |
| Poe for Enterprise | Data-sensitive enterprises needing hosted LLM chat interfaces | L3 Integrated | $20/user/mo + usage | None documented yet |
| Pryon | Companies scaling enterprise support with complex knowledge bases. | L4 Orchestrated | Enterprise / contact sales | None documented yet |
| Qlik Answers | Accessing and utilizing unstructured business data | L2 Assisted | Not published | None documented yet |
| Quench.ai | Enhancing access to internal knowledge and training | L2 Assisted | Not published | None documented yet |
| Rewatch | Dev teams needing searchable meeting knowledge | L2 Assisted | Free + $19/mo per user | None documented yet |
| Searchable | Not stated | L2 Assisted | Not published | None documented yet |
| SearchUnify | Customer support teams looking for AI-powered federated search across all silos | L3 Integrated | Usage-based / Contact sales | None documented yet |
| SecondBody | Crowdsourcing high-stakes talk-tracks | L2 Assisted | Not published | None documented yet |
| SheetGPT | Teams needing to query spreadsheets and Excel files as a knowledge base. | L2 Assisted | $19/mo Starter | None documented yet |
| Shelf | Faster access to knowledge, improved employee experience, reduced errors | L2 Assisted | Not published. Ask the vendor. | None documented yet |
| Slab | Simplified knowledge sharing, reduced context switching, improved information discovery | L2 Assisted | Not published. Ask the vendor. | None documented yet |
| Slite | Small teams or individuals needing a clean, searchable personal/shared knowledge base. | L2 Assisted | Free + $8/user/mo | None documented yet |
| Squirro | Global enterprises with messy, unstructured server folders and cloud storage. | L3 Integrated | Enterprise / Contact sales | None documented yet |
