Use Cases

Technical Documentation · Internal

The right document.
The right version.

Dokko reads your full technical library — SOPs, work instructions, machine manuals, regulatory documents, diagrams — as one navigable whole. The current authoritative version comes forward in the moment the question is asked, with the source, the section, and the revision stamp on every answer.

LLM Internal Multi-format Version-aware

Running today

Already in production at two ends of the spectrum.

Traditional industry

Possehl group companies

Manufacturers in the Possehl industrial holding use Dokko on production-floor SOPs, multi-language work instructions, and machine manuals — including legacy scanned documents that were never retyped. The kinds of dense, cross-referenced libraries where senior operators know where to look and the people you hired last month don't.

Pharmaceutical regulatory

eCTD Office customers

Pharmaceutical companies running Mono's eCTD Office for FDA/EMA submissions use Dokko on the same libraries — cross-referenced guidance, internal protocols, current authoritative versions of effective regulations. Document-level citations on every answer; an audit log on every lookup.

Overview

Hundreds of manuals. Thousands of work instructions. Dense cross-references. Three versions of the same document depending on which line, which framework, which patient class. The right answer for a torque value or a regulatory threshold depends on the assembly, the revision date, and the framework that applies. Senior people know where to look. Dokko makes sure the rest of your team gets the same answer, from the same document, at 02:00 on a Saturday.

Capabilities

What it does

Every shape of document

SOPs Manuals Drawings Guidance

Reads SOPs, work instructions, machine manuals, regulatory documents, and the diagrams between them as one cross-referenced whole

A1 A2 A3 95 Nm ± 3 Nm

Diagrams, parts lists, and dimensional tables are read as data — not skipped as images the model can't see

Effective on the date asked

Rev 7 95 Nm — active since 15 Mar 2026
Rev 6 90 Nm — superseded

Version-aware retrieval respects effective dates — today's question gets today's document, with the prior revision flagged where it differs

Ask in PL · source in DE

PL DE EN + more

Multi-language: operator asks in Polish, the source manual is in German, the answer lands in Polish with the German citation

Library shape

Production libraries don't fit one document type. The same engine reads body text, exploded diagrams, dimensional tables, parts lists, OCR'd scans of legacy manuals, and the regulatory framework the work is governed by — and treats them as one cross-referenced whole. PDFs, Word, scanned legacy documents, drawings — all of it, read in full.

Quality controls

Trust signals the quality team owns.

The team that owns the SOP owns the answer surface. No engineering ticket to update a revision, no vendor cycle to add a framework. Your library is the source of truth; your QA holds the keys.

Citations

Source on every answer

Every answer carries the document, the section, and the revision. The operator sees it; the QA audit trail records the same line.

Uncertainty

Calibrated, not guessed

When two SOPs apply and the operator is in the overlap, Dokko flags it and routes to the shift lead — rather than picking one and guessing.

Versioning

Effective on the date asked

Retrieval respects effective dates. A question asked today returns the document effective today. Superseded revisions remain retrievable for retrospective audit.

Audit log

Lookup-by-lookup record

Searchable, exportable record: operator ID, the question, the source served, the revision, and any Agent action that followed. Audit log capabilities are part of Pro and Enterprise.

Connections

Where Agents close the loop.

Dokko ships with a library of hundreds of business tools. Connect your MES, your ERP, your QMS, your chat surface — and an Agent can log a lookup to the quality audit trail, open a ticket when an operator hits a documentation gap, or notify the documentation owner when a page that's been superseded is still being read. The quality team decides which tools an Agent is allowed to call, in plain language.

Get started

Read deep. Act fast.
On your documents.

The 14-day trial runs on your real library, not a sandbox. Bring your contracts, manuals, or frameworks — and see how Dokko reads them.