Product

Roadmap

Where we've been and where we're headed. Updated quarterly.

Released#

Q1 2026

Foundation

Shipped
  • ✓SharePoint connector with full ACL crawling
  • ✓RAG pipeline: embed, retrieve, rerank, generate with citations
  • ✓Natural language search with streaming AI answers
  • ✓Multi-turn chat sessions with conversation history
  • ✓PostgreSQL + pgvector with HNSW indexing
  • ✓4 LLM providers (Azure OpenAI, OpenAI, Anthropic, Ollama)
  • ✓3 reranker options (BM25, Cohere, cross-encoder)
  • ✓JWT license validation + setup wizard
  • ✓Admin bootstrap + user management
Q2 2026

Enterprise features

Shipped
  • ✓SSO (Azure AD, Google, Generic OIDC) with IdP group sync
  • ✓White-label branding (logo, favicon, company name, accent color)
  • ✓Full diagnostics dashboard (health cards, log viewer, connectivity tests)
  • ✓Audit trail with 35+ action types
  • ✓Rate limiting (per-user request rates + daily token budgets)
  • ✓Corporate proxy support with CA certificate upload
  • ✓Email settings (SMTP config + branded notifications)
  • ✓Embeddable widget (FAB, popup, new tab modes)
  • ✓Help system (drawer, onboarding tour, user guide)
Q3 2026

Connectors, KG & advanced search

Shipped
  • ✓Confluence connector (pages, blog posts, comments, attachments)
  • ✓Genesys Cloud connector (call transcripts with speaker labels)
  • ✓Databricks connector (Delta tables — CRM, ERP, any ETL output)
  • ✓Web Crawler connector (public websites, respects robots.txt)
  • ✓File Share connector (FTP/FTPS and SMB, recursive traversal)
  • ✓Cloud Storage connector (Azure Blob, S3, GCS — unified interface)
  • ✓SQL Database connector (PostgreSQL, MySQL, SQL Server — configurable queries)
  • ✓Saved Searches & Alerts (daily/weekly/per-crawl email notifications)
  • ✓Answer Snippets API (programmatic Q&A endpoint)
  • ✓Knowledge Graph (entity extraction, relationships, community detection)
  • ✓Image Search (CLIP/SigLIP visual embeddings, AI captioning & tags)
  • ✓Query reformulation (HyDE, Multi-Query, Step-Back strategies)
  • ✓Document expansion (full-document context for clustered results)
  • ✓Contextual chunking (rule-based and LLM modes)
  • ✓Future model compatibility (free-text model fields, no version lock-in)
  • ✓Delta sync and per-item error recovery
  • ✓Scale deployment overlay (dedicated crawl/index/default workers)

Coming next#

Now

Additional connectors & intelligence

In progress
  • ○Slack connector (channels, threads, historical messages)
  • ○Google Drive connector (Docs, Sheets, Slides, shared drives)
Next

Advanced analytics & intelligence

Planned
  • ○Knowledge Gaps Dashboard (surface zero-result queries as coverage gaps)
  • ○Ask Over a Document (upload + ask without indexing)
  • ○Advanced image analysis (dense captions, people detection, duplicate grouping)
  • ○Scheduled Reports (weekly email summaries of new content)
Later

Platform expansion

Planned
  • ○OpenAI-compatible API mode (support any provider with a compatible endpoint)
  • ○Public API access with OAuth2 tokens
  • ○Jira and ServiceNow connectors
  • ○Microsoft Teams connector
Tip
Maintenance subscribers receive all updates automatically. Pull the latest Docker image and restart — migrations run on startup.
Feature requests
Have a specific need? Let us know when you request access — we prioritize features based on customer feedback and real-world use cases.