Recent capability releases, in reverse chronological order. Each release is deployed to production and verified before it ships.
ConnectorsSeptember 2026
Data connectors
Nine data source connectors with incremental sync, automatic scoping, and versioning on change. Point Seekra at where your documents already live and the library populates itself.
- ›Connectors for local/network folders, SharePoint, Google Drive, Amazon S3, Azure Blob, Google Cloud Storage, Alibaba OSS, SFTP, and email
- ›Incremental sync — only new or modified files are fetched
- ›Folder paths map to your organization tree, so documents are scoped automatically
- ›When a source file changes, a new version is created — the previous version is preserved
IntelligenceAugust 2026
Three answer modes
Standard, agent, and deep answer modes plus an entity knowledge graph that understands people, organizations, and locations in your documents — in Arabic and English.
- ›Standard mode — fast single-pass answers for most questions
- ›Agent mode — multi-step research using a small set of internal tools (search, list, summarize, find entities, compare)
- ›Deep mode — comprehensive multi-pass synthesis for complex questions that span many documents
- ›Auto-extracted entity knowledge graph — no manual tagging required
Access ControlAugust 2026
Enterprise access control
Organization tree with four-level document classification and per-user clearance. Cross-scope overrides for collaboration. Offboard employees with immediate session invalidation.
- ›Organization tree of companies, departments, and teams — access flows down the tree, never sideways
- ›Four classification levels: Public, Internal, Confidential, Restricted
- ›Per-user clearance — each user sees only documents at or below their level
- ›Cross-scope overrides grant access to a specific document without elevating clearance
- ›Deactivating a user rejects their existing sessions immediately
GovernanceAugust 2026
Audit chain hardening + PII lineage
Tamper-evident audit chain made safe under concurrent writes. PII lineage summary surfaces repeated findings at a glance, with masked samples for regulator review.
- ›Concurrent audit writes no longer risk breaking the hash chain
- ›PII findings aggregated by masked sample — repeated matches shown with a count badge
- ›PII lineage summary on each document’s provenance page
IntelligenceJuly 2026
Entity extraction + relationship graph
People, organizations, and locations identified at indexing time. Cross-references like "this document" and "the aforementioned" resolved to the defining passage. Relationship graph with admin visualization.
- ›Arabic and English named-entity recognition built in
- ›Cross-reference resolution — pronouns and shorthand link back to their source
- ›Relationship graph with admin visualization and entity-aware chat answers
IntelligenceJuly 2026
Guided fallback + proactive suggestions
When Seekra cannot find an answer, it suggests the closest matching documents instead of returning a dead end. The empty chat screen now shows library-grounded starter questions. Each answer is followed by suggested follow-ups.
- ›Closest-document suggestions on no-match queries
- ›Starter questions grounded in your actual document filenames
- ›Follow-up suggestion chips after each answer
User ExperienceJuly 2026
Chat and viewer polish
Scroll arrows on long result lists. Media in the document viewer pauses when switching documents or leaving the page. PDF rendering cleanup prevents memory leaks on long reading sessions.
- ›Scroll arrows on chat history and search results
- ›Viewer pauses audio and video when you navigate away
- ›PDF rendering no longer leaks canvases on long sessions
Want to see these in production?
Book a live demo and we’ll walk you through every capability above against a working enterprise library — search, chat with citations, access control, connectors, governance, and the entity knowledge graph.