| Customer Support & Service | Semantic search across knowledge bases deflecting cases with accurate answers | Faster resolution, higher CSAT, reduced AHT via RBAC-secured content | Knowledge bases, support tickets, product docs, chat logs, manuals |
| IT & Engineering | Unified search across logs, runbooks, architecture, and incident history | Faster MTTR, knowledge consolidation, reduced duplicate troubleshooting | Jira, Confluence, GitHub, ServiceNow, logs, architecture diagrams |
| Human Resources | Instant access to policies, benefits, training, and internal expertise | Accelerated onboarding, policy compliance, employee self-service | HR systems, policy docs, training materials, internal directories |
| Ecommerce & Retail | Product discovery with semantic search, facets, personalization | Higher conversion rates, better customer experience, revenue growth | Product catalogs, inventory, customer reviews, recommendations |
| Business Intelligence | Sub-second analytics queries across operational and time-series data | Faster insights, real-time dashboards, pattern discovery | Data warehouses, CRM, logs, metrics, BI reports |
| Legal & Compliance | eDiscovery across email, documents with field-level security | Rapid record retrieval, audit readiness, regulatory compliance | Contracts, emails, compliance records, legal archives |
| Development & AI Teams | Vector database for RAG pipelines and LLM context engineering | Build production AI search apps with hybrid retrieval | Documents, code, embeddings, knowledge graphs |