From governed corpus to specialized LLM.
The Master Index is not the end — it is the beginning. Docfy transforms your approved documentation into training data, fine-tunes language models on it, and gives you an AI that operates under your rules. Everything happens inside the platform.
The Pipeline
Five steps between your Master Index and a deployed model.
Corpus
Master Index + Standards + Domain Docs
Governed, reviewed, approved
Dataset
QA pairs + Instructions + Examples
Distilled and curated
Fine-Tuning
Select model + Configure + Execute
On dedicated GPU hardware
Benchmark
Test + Validate + Document
Every run tracked by Work Order
Deploy
Download weights · Hosted inference
Your model, your choice
Capabilities
Models trained on your governance operate under your rules.
The resulting LLM is not a generic chatbot. It understands your regulations, your procedures, your language — because it was trained exclusively on documents that met your quality standards.
Compliance Assistant
Answers regulatory questions based on your published policies and procedures. Your governance, your interpretation, your standards.
Document Drafting
Generates first drafts that follow the same normative structure as your existing governance. The AI learned your style, your format, your language from your Master Index.
Operations Support
A model trained on your SOPs can assist with day-to-day operations — from accounting procedures to incident response protocols. It stays within the boundaries of what was documented.
Domain Specialist
A geologist, a lawyer, a physician — anyone who documents their domain rigorously can train a personal AI assistant that speaks their professional language.
Multi-Model
One organization, multiple specialized models. A subproject for accounting, another for operations, another for legal. Each trained on its own governed corpus.
Predictive & Analytical
Beyond assistance — models trained on structured operational data can identify patterns, flag anomalies, and support decision-making within your normative framework.
Security
Zero-knowledge storage. Signed everything.
Encrypted at Rest
Client data is stored encrypted with keys that Docfy cannot access. Documents, datasets, and trained models — we cannot see them. By architecture, not by policy.
Bring Your Own Storage
Configure Docfy to store all data on your own S3-compatible bucket, NAS, or any storage endpoint you control. Your data never touches our systems if you prefer.
Signed with TSA
Every published document, every dataset, and every trained model is electronically signed with a qualified timestamp. Tamper-proof evidence of what was approved, when, and by whom.
Governance End to End
Every step backed by a Work Order.
Corpus assembly, dataset generation, model selection, training execution, benchmark validation, deployment — every step in the pipeline is authorized by a Work Order, tracked, timestamped, and auditable. The same governance that produces your documents also governs how your AI is built.