⚡ 100% CPU NATIVE • AIR-GAPPED • GUMROAD LICENSE KEY VERIFICATION
🪟 Windows 11 Build Dropping Soon — All Active Subscribers Get Immediate Access

High-Throughput Log & Data Discovery Without LLM Hallucinations

Docula is a deterministic Bayesian NLP workstation built for engineers, DevOps, and legal counsel. Ingest massive logs, CSV dumps, multi-sheet spreadsheets, and legal archives into an ultra-fast CSR knowledge graph with line-exact citation proof.

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✔ Linux x86_64 ELF Executable ✔ Windows 11 Key Included ✔ 100% Offline Local Processing ✔ Per-Seat & Site Licensing Options
DEVOPS & SRE

System Logs & Traces

Trace indirect causal chains ($A \rightarrow B \rightarrow C$) across microservice logs and journal dumps to find the root cause of crashes.

SOFTWARE ENGINEERS

CSV & Test Telemetry

Process high-scale CSV exports, tabular test matrices, and raw technical documentation with zero cloud token billing.

LITIGATION & AUDIT

Evidence Discovery

Index thousands of PDFs, Word files, and legacy documents with 100% mathematically reproducible citation grounding.

FINANCIAL ANALYSTS

Multi-Sheet Spreadsheets

Ingest multi-sheet `.xlsx` and `.xls` workbooks into structured tabular CSV streams to extract contrastive market data.

docula.py — Q&A Inference Engine & Deep Grounding
Docula Bayesian NLP & Document Synthesis Workstation Main Interface

🪟 Windows 11 Enterprise Release COMING SOON

We are currently completing the native 64-bit Windows 11 standalone distribution—featuring parallel multi-threading, zero-install execution, and full multi-sheet Excel & PDF ingestion. Every active Gumroad subscriber receives access to the Windows 11 installer immediately upon launch at no additional cost.

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Deterministic Rigor vs. Black-Box Probabilities

Why systems architects, forensic engineers, and legal auditors choose Docula over stochastic cloud LLMs.

❌

Cloud LLMs & Vector Databases

  • ✕ Hallucinations & Fabrications: Generative models guess words based on soft weights, producing false facts with confident phrasing.
  • ✕ Severed Grounding: Vector cosine similarity cannot pinpoint the exact sentence, line number, or file offset where the proof resides.
  • ✕ Data & Security Leaks: Proprietary server logs, client NDAs, and corporate financials are uploaded to external APIs.
  • ✕ Hardware Bloat: Requires high-end NVIDIA GPUs with massive VRAM, complex CUDA toolchains, or expensive cloud compute tokens.
✔

Docula Bayesian CSR Engine

  • ✓ 100% Deterministic Mathematical Grounding: Calculations derive from directed bigram syntax models and Positive Pointwise Mutual Information (PPMI).
  • ✓ Click-to-Line Source Citations: Every inference is backed by exact file coordinates. One click jumps directly to the cited line in the built-in reader.
  • ✓ Air-Gapped Local Execution: Runs entirely on your host CPU. Zero telemetry, no API keys, and no third-party data access.
  • ✓ Bare-Metal CPU Multi-Threading: Zero GPU requirement. Ingests 100k+ tokens/sec on standard Intel/AMD processors using lock-free parallel execution.
DIRECT SOURCE VERIFICATION

Interactive Context Viewer with Line-Exact Navigation

Never take a summary at face value. Docula couples its Bayesian evidence scoring directly with an interactive document viewer.

Clicking any ranked citation immediately opens the full original file, displays line gutters, and jumps straight to the target line with synchronized bi-directional search (Next / Prev).

Line-Numbered Gutters Bi-directional Search Jump to Cited Line Sub-string Highlighting
Docula Viewer — gatsby.txt (Line 1727)
Docula Context Document Viewer with Yellow Cited Line Highlight
ENTERPRISE KNOWLEDGE MANAGEMENT

Structured Project Isolation & Q&A Audit History

Organize your investigations into independent project workspaces. Switching projects instantly resets the view and loads a fresh, unbranded suggestion pool mined directly from that project's graph.

Every submitted inquiry, synthesized conclusion, and score-ranked citation set is committed to a local JSON history database for auditability and rapid recall.

Multi-Project Workspaces Timestamped Query Audits Full Citation Logging Clean Workspace Transitions
Docula — Q&A History Database
Docula Q&A History Database Audit Log

Architected for Production Systems

Engineered from first principles without bloated dependencies or brittle cloud APIs.

01

High-Volume Log Analysis

Ingests system journals, syslog streams, and application traces. Finds latent bridge nodes connecting sporadic fault codes to root configuration changes.

02

Multi-Hop Causal Traversal

Identifies indirect causal links ($A \rightarrow B \rightarrow C$) across disconnected files where concepts never appear in the same sentence, maximizing joint transition path weights.

03

Contrastive Differential Analysis

Evaluates set differences across statistical neighborhoods ($A \text{ vs. } B$) to clearly articulate how competing parameters, clauses, or data sets differ in practice.

04

Word & Excel Normalization

Processes Word (`.docx`) through direct XML run parsing and translates complex multi-sheet Excel (`.xlsx`, `.xls`) workbooks into normalized flat CSV with sheet annotations.

05

Compressed Sparse Row (CSR)

Stores the entire Bayesian transition graph in flat contiguous memory arrays without pointer indirection, unlocking multi-threaded CPU parallel processing at hardware bandwidth limits.

06

Zero Telemetry • Air-Gapped

Engineered for mission-critical legal discovery, financial forensics, defense analysis, and private IP research. No data packets ever leave your host system.

Enterprise Subscription & Licensing

Continuous engine upgrades, renewable license key protection via Gumroad, and multi-platform coverage.

Professional Monthly
1 SEAT • 1 WORKSTATION
Flexible monthly access for solo engineers, DevOps contractors, and active legal investigations.
$49 / seat / mo
  • Single-Seat Workstation License Key
  • Automatic Gumroad License Key Delivery
  • Linux x86_64 Standalone Executable
  • Immediate Access to Windows 11 Release
  • High-Volume Logs, CSV, Excel & PDF Ingestion
  • Multi-Hop & Contrastive Bayesian Reasoning
  • Cancel Anytime via Gumroad Dashboard
Subscribe Monthly →
SAVE 32% • BEST VALUE
Professional Annual
1 SEAT • UP TO 2 MACHINES
Continuous deployment for senior engineers, SREs, and legal partners across primary workstation and laptop.
$399 / seat / yr
  • Licensed for 1 User / Up to 2 Personal Machines
  • 12 Months of Priority Engine Updates
  • Annual Gumroad Renewable License Key
  • Air-Gapped Local Deployment Rights
  • Both Linux & Windows 11 Builds Included
  • Direct Architecture & Integration Support
  • Substantial 32% Annual Savings
Get Annual License Key →
Organization Site License
UNLIMITED SEATS / TEAM POOL
Department-wide and corporate deployments for engineering divisions, compliance departments, and law firms.
Custom / site license
  • Unlimited Seats Across Entire Organization
  • Air-Gapped Master Site License Activation
  • Dedicated High-Thread C++ Kernel Tuning
  • Custom Ingestion Pipeline Connectors
  • SLA & Direct System Architect Support
  • Direct Invoicing & Wire Payment Options
Inquire for Site License →
$ docula --system-architecture-profile
Operating Systems:Linux x86_64 (Active) • Windows 11 (In QA)
Licensing Architecture:Per-Seat Gumroad Keys • Site Key Available
Inference Engine:C++20 Parallel Lock-Free Ingestion
Graph Formulation:Pointerless CSR / Symmetric PPMI
Supported Formats:Logs (.log), CSV, XLSX, XLS, PDF, DOCX
Hardware Profile:Multi-Core CPU (Zero GPU Requirement)
Docula Startup Engine Splash Screen

Air-Gapped Intelligence For Your Core Data

Equip your engineers, DevOps staff, and legal team with deterministic, citation-grounded discovery across logs, spreadsheets, and technical documents.

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Instant license key delivery via Gumroad • Linux release active today • Windows 11 key included