Product Evolution & Vision

Where LogBook is Headed

We are building the world’s most secure, offline-first course operations platform for faculty. Explore our live features, active developments, and upcoming milestones.

6
Shipped Features
4
In Active Dev
4
Planned
Category:
ShippedQ1 2026
Security & Sync

Zero-Knowledge Encrypted Vaults

End-to-end encryption with Master Encryption Keys (MEK) and Argon2id key wrapping to protect sensitive student records.

Key Capabilities:
  • MEK & Secret Wrapping
  • Trusted Device Authorization
  • Blind Indexes for Fast Lookup
ShippedQ1 2026
Security & Sync

Offline-First CRDT Sync Engine

Local-first SQLite/IndexedDB persistence allowing professors to grade and take attendance without network connectivity.

Key Capabilities:
  • Automatic Delta Pushes
  • Conflict-Free Replicated Data Types
  • Background Retry Queue
ShippedQ2 2026
Grading & Rosters

Multi-Scheme Dynamic Grading Engine

Support for weighted categories, rubric-based score evaluations, drop-lowest rules, and custom grade boundary schemes.

Key Capabilities:
  • Custom Grade Scale Bands
  • Drop Lowest N Scores
  • Automated Letter Grade Calculation
ShippedQ2 2026
Grading & Rosters

Smart Roster Import & Mapping

Intelligent CSV & Excel roster importer with automatic header detection, fuzzy column matching, and duplicate validation.

Key Capabilities:
  • Fuzzy Header Recognition
  • Bulk Student Enrollment
  • Conflict Preview Modal
ShippedQ2 2026
Security & Sync

Fastpass Passkey & Multi-Factor Auth

Biometric WebAuthn passkey authentication, hardware key support, and encrypted session token refresh.

Key Capabilities:
  • TouchID / FaceID Login
  • Zero Password Exposure
  • Hardware Token Compatible
ShippedQ2 2026
Security & Sync

High-Performance Go Microservice API

High-concurrency backend engine built with Go and pgxpool, deployed with auto-scaling container infrastructure.

Key Capabilities:
  • Sub-50ms Response Latency
  • Supavisor Connection Pooling
  • Graceful Degradation Guards
In Active DevQ3 2026
Enterprise & SSO

University Directory & SSO (SAML 2.0 / OAuth2)

Enterprise single sign-on integration for Okta, Azure AD, Shibboleth, and university Google Workspace identity providers.

Key Capabilities:
  • SAML 2.0 & OIDC Protocols
  • Automatic Role Provisioning
  • Institutional Domain Routing
In Active DevQ3 2026
Grading & Rosters

Automated PDF & Excel Batch Exporter

One-click generation of officially formatted gradebook sheets, transcript summaries, and department compliance reports.

Key Capabilities:
  • Custom University Headers
  • Signed PDF Generation
  • Official Excel Export Formats
In Active DevQ3 2026
Mobile & UX

Native Mobile App (iOS & Android)

Dedicated React Native mobile application for offline classroom attendance taking and quick grade entry.

Key Capabilities:
  • Biometric Quick Unlock
  • One-Tap Attendance Grid
  • Background Handoff Sync
In Active DevQ3 2026
Mobile & UX

Session Geofence & QR Attendance Verification

Optional dynamic passcode and QR code generation for rapid student self-check-in during lectures.

Key Capabilities:
  • Rotating Verification Passcodes
  • Geofence Proximity Guardrails
  • Proxy Check-In Prevention
Under ExplorationQ4 2026
Enterprise & SSO

Student Self-Service View Portal

Secure, read-only tokenized portals allowing students to check their current grade breakdown and attendance records.

Key Capabilities:
  • Encrypted Token Access
  • Real-Time Grade Visibility
  • Zero LMS Account Clutter
Under ExplorationQ4 2026
Grading & Rosters

Cohort Analytics & At-Risk Detection

Predictive analytics dashboard highlighting early performance drops, missing submissions, and attendance trends.

Key Capabilities:
  • Early Warning Alerts
  • Class Distribution Charts
  • Multi-Term Comparison
Under ExplorationQ4 2026
Enterprise & SSO

LTI 1.3 Canvas & Moodle Connectors

Seamless 1-click roster import and grade synchronization back into Canvas, Blackboard, Moodle, and Brightspace.

Key Capabilities:
  • LTI 1.3 Deep Linking
  • Bi-directional Assignment Sync
  • Zero Setup LMS Integration
Under ExplorationQ4 2026+
Mobile & UX

AI Attendance & Note-Taking Assistant

Local-first AI assistant for summarizing lecture attendance trends and generating course operational reports.

Key Capabilities:
  • Privacy-Preserving On-Device AI
  • Class Trend Insights
  • Custom Report Summaries
Community Driven Roadmap

Have a specific feature request?

We design LogBook directly alongside professors, academic deans, and IT departments. If your course workflow needs a specific integration or custom calculation engine, tell us!