S1000D GenAI for Technical Publications at Scale
S1000D is an international specification for technical publications built from modular Data Modules (DMs) managed in a Common Source DataBase (CSDB). Output includes page‑oriented formats and IETP experiences. Governance includes a Council, Steering Committee, and Working Groups. Public resources include official issues, schemas, and online data dictionaries.
We apply GenAI where it helps: schema‑aware author assist, BREX‑aligned validation, STE hints, and applicability‑aware retrieval — always with human‑in‑the‑loop controls and program governance.
Data Modules
Stand-alone units with Identification & Status plus Content. Info types include Description, Procedural, Fault, IPD, Wiring, Schedules, Process.
AI: propose DM codes, pre-fill metadata, scaffold content per info type.
CSDB
Repository for storing, versioning, and delivering DMs. Functionality is implementation-specific.
AI: semantic index, applicability-aware retrieval, delta detection.
Publication Modules
Rules for assembling DMs into publications with filters for applicability/effectivity.
AI: recommend assembly sets and test coverage.
BREX & Business Rules
Exchange and enforcement of program rules layered over issue-level constraints.
AI: explain violations, suggest fixes, track exceptions.
Data Dictionaries
Issue-specific controlled terms and structures to ensure consistency.
AI: offer controlled terms, block disallowed vocabulary.
Governance & Issues
Changes flow via CPFs to new issues and patches. Latest resources are published on the official sites.
AI: summarize issue deltas and automate reviewer checklists.
GenAI-Enabled Product Spectrum
Modular components that plug into CSDBs, PLM, and IETPs. Available as add‑ons for the Dakota Content Platform (DCP) or standalone accelerators.
DM Classifier + Mapper
Auto-classify source artifacts to S1000D information types and propose DM codes; extract metadata for Identification & Status.
- Suggests BRDP-aligned decisions
- Maps legacy manuals to modular DMs
- Exports XML skeletons
AI Author Assist (STE-aware)
Context-aware drafting with ASD-STE100 style hints, procedure scaffolding, and human-in-the-loop approvals.
- Template-aware prompts per info type
- Inline illustrations and 3D callouts
- Redlines with traceability
Business Rules Validator
Checks BR layers (DIG/ATA/Program) and content conformance. Explains violations and proposes fixes.
- Schema + Schematron + LLM checks
- Evidence links to spec clauses
- Continuous integration hooks
Applicability Search (RAG)
Semantic + attribute search across CSDB with effectivity, applicability, and config filters for maintainers.
- Vector index of DMs and graphics
- Returns DM refs with confidence
- IETP widget for field use
PLM-to-Pubs Synchronizer
Pull BoMs, SBs, and service plans from Teamcenter to seed and update S1000D content and 3D animations.
- RapidAuthor for Teamcenter pipeline
- Change-driven updates
- Traceability back to CAD/EBOM
IETP Enhancer
Augment viewers with chat, step-by-step guidance, and media enrichment; respect role, applicability, and safety gates.
- Works with Contenta, R4i, Flatirons
- Offline-capable field mode
- Analytics on task success
Services
Engage from discovery through implementation: roadmaps, integration, validation, and change management across S1000D programs.
Discovery & Roadmap
Stakeholder interviews, BRDP audit, toolchain inventory, KPI definition, prioritized backlog.
GenAI Consulting
RAG design, prompt + guardrail patterns, data privacy, STE enforcement, human-in-the-loop governance.
Implementation
CSDB integration, Teamcenter connectors, IETP widgets, pipelines, CI validation.
Legacy Migration
Book to DM conversion, code assignment, media extraction, applicability tagging.
Business Rules
DIG/ATA/Program rule layering, Schematron, LLM policies, exceptions workflow.
Training
Hands-on agendas below; onsite or remote; tailored to your platform.
Training Options & Pricing
Role-based tracks, private cohorts, and certification. Onsite or remote.
Track A+F — Author Foundations + GenAI (RapidAuthor-Centric)
DM anatomy, info types, STE basics, references, ICNs, validation, and GenAI patterns for S1000D.
- Hands-on authoring in RapidAuthor
- Schema + Schematron troubleshooting
- GenAI assist with guardrails
- Applicability-aware search
- Schema-first generation
- Audit & provenance
Track B — CSDB Admin (2 days)
Users, projects, workflows, search, packages, backups, and logs.
- Project start-up and DM skeletons
- Indexing and metadata strategy
- API and automation hooks
Track C — Business Rules & BREX (2 days)
Rule layering, BREX exchange, exceptions workflow, policy linting.
- Write and test program rules
- LLM explanations + fixes
- CI integration
Track D — IETP UX & Delivery (2 days)
Publication modules, applicability filters, analytics, and offline modes.
- IETP widget patterns
- Task success telemetry
- Field safety cues
Track E — RapidAuthor 3D Workflow (3 days)
3D procedure authoring with safe animations and IETP publishing.
- Callouts and safe animations
- Publish to IETP
- Best practices for 3D step planning
S1000D Essentials + AI Implications
About S1000D
International XML/SGML specification for technical publications across air, land, sea, civil and defense. Data Modules stored in a CSDB; supports many info types.
GenAI Features: generate DM scaffolds, map legacy content, enforce STE.
Benefits
Interoperable data, metadata, dictionaries, reuse, lower lifecycle costs, single constructs for UI, training, and production.
GenAI Features: measure reuse, predict candidates, auto-lint against BR, surface applicability.
Getting Started
History, structure, principal concepts, DM types, CSDB purpose. Emphasis on moving from book to information paradigm.
GenAI Features: assist with DM coding, status population, and authoring patterns per info type.
Data Dictionaries
Online dictionaries for issues 4.0–6.0 to standardize naming and metadata.
GenAI Features: suggest controlled terms; block unsafe synonyms; auto‑tag equipment types.
Events & News
S1000D + ATA e‑Business Forum
Oct 6–8, 2025 — Montreal. Premier event for S1000D and information exchange across A&D.
Meet us there →ASD‑STE100 Issue 9
Jan 2025 — latest STE release brings refined terminology and updated rules for clearer tech comms.
S1000D Issue 6 resources
2024–2025 — online data dictionaries and downloads updated for Issue 6 and legacy issues.
Vendor activity
IETP viewer and CSDB updates across the ecosystem; demonstrations and articles highlight adoption.
Recommended Videos
1. DM classification sprint
Five-minute demo: PDF manual → DM proposals → XML skeletons → BR check.
2. Applicability copilot in IETP
RAG search with effectivity filters and linked evidence to DMs.
3. Teamcenter → RapidAuthor → IETP
Service Planner to S1000D procedures, animated steps, publish to IETP.
4. STE lint + rewrite
Live authoring with style guidance and explainable edits.
5. BR validator in CI
Pull request run showing Schematron + LLM checks and fix suggestions.
6. Field mode
Offline IETP with chat assist and safe tool usage warnings.