Sovereign AI · Semantic Translation & Compliance
Sovereign · Semantic · Compliant
Mosaic doesn't just translate the words. It preserves the engineering intent, binds it to the right Australian standard, and keeps a human in the loop on every change. Sovereign, by design.
SovereignSemantic, not literalCompliance-checked
What makes it different
Control stays in Australia: the language, the defence nuance, and every decision about your documentation. Australian-built and Australian-hosted, by an Australian company. Sovereignty isn't just where it runs; it's who controls the meaning.
Australian control of language, nuance & decisions
It reads defence and engineering nuance, the meaning behind the words. It maps each term to the right category and the right standard, not the nearest dictionary match.
Engineering intent · not word-for-word
It checks the result against Australian health-and-safety, engineering, defence and cyber standards: a clear crosswalk of where a foreign standard meets, or falls short of, Australian practice.
Foreign standard ⇄ Australian standard
Why it matters
A literal engine gets the words right and the meaning wrong, losing the engineering intent, the defence nuance, and the standard a term is really bound to.
Foreign standards quietly fall short of Australian practice, and nothing flags it.
Thousands of documents across PDF, XML, Word and legacy scans, in languages your team can't read.
A handoff error between languages becomes a safety, certification or sustainment problem downstream.
Mosaic reads engineering intent, maps it to Australian doctrine and standards, and surfaces every meaning-affecting change as a reviewable, provenance-stamped finding: sovereign, Australianised and audit-ready by construction.
Why not just use a translator?
Generic tools get the words right and the engineering wrong. On a technical manual, that gap reaches the person on the tools.
The risk of…
Generic machine translation
A literal engine collapses a term that does two different engineering jobs into a single English word, and silently drops the distinction that keeps a platform safe and certifiable. Be cautious of instant results: a translation that returns in seconds has had one pass, not a layered review, and is rarely as robust as it looks.
With Mosaic
Semantic alignment maps the term to the right category and the right Australian standard: the right earth, the right inspection class, the right severity.
The risk of…
An AI chatbot
A chat tool rewrites freely, "smooths over" damaged part numbers, can't reproduce a run, keeps no audit trail, and never checks the result against a standard. Confident, and unaccountable.
With Mosaic
A high-assurance pipeline: layered checks, per-line provenance, reproducible runs, compliance built in. And it reviews and suggests, never silently rewrites.
And it doesn't replace your language experts; it empowers them. Mosaic lets human language and engineering experts operate at far greater scale, with greater reliability and tighter quality control, across vast document suites no team could ever review line by line alone.
One word, two meanings
接地 · 접지 is one word doing two completely different engineering jobs. A literal translation collapses them.
Mosaic recognises which earth the manual means, renders it correctly, binds it to the Australian standard, and flags the safety and signature risk if it's wired the wrong way. The same ambiguity rides across Japanese and Korean; Mosaic handles both.
The ambiguity
OEM source · 日本語 / 한국어
接地 setchi · 접지 jeopji
Literal output
"earth" / "ground" · two safety-critical jobs, collapsed into one word
Semantic alignment
保護接地 · 보호접지
Protective earth
Protects people. Gives fault current a fast path so the breaker trips before anyone is shocked.
機能接地 · 기능접지
Functional earth
Makes the electronics behave. A clean voltage reference that manages electromagnetic noise.
Mosaic renders each correctly and binds protective earth to AS/NZS 3000: life-safety, not a dictionary word.
The consequence
Concern AS/NZS 3000 · EMC
Wire a functional earth as a protective earth and you can leave exposed metal live under fault: shock risk. Get the earthing-and-bonding scheme wrong and you raise the receiver noise floor, desensitising the platform's own EW, comms and radar.
one mistranslated word, followed literally, hurts a person or blunts the platform's own sensors
More traps a literal engine walks straight into
JP 点検 / 検査 KO 점검 / 검사
Both flatten to "inspection"
点検 / 점검 a routine operator check · 検査 / 검사 a certifying inspection needing a signatory
Flatten them and a subcontractor skips a certification gate, or signs off something they're not authorised to certify.
maintenance releaseJP 危険 / 警告 / 注意 KO 위험 / 경고 / 주의
Flattened to a single "caution"
Severity preserved, then mapped to Australia's DANGER / WARNING scheme
If the danger word comes out as the caution word, the person never takes the precaution the real risk demanded. (Australia's AS 1319 has no "caution" tier.)
ANSI Z535 → AS 1319JP ～すること / ～が望ましい KO 반드시 / 권장
A mandatory step softened to advice
Mandatory must vs advisory should, kept distinct
The difference between a non-compliance and a judgement call, and it lives in one verb ending.
normative forceKO 절연 / 단열 / 방음 JP 絶縁 / 断熱
All collapse to "insulation"
절연 / 絶縁 electrical · 단열 / 断熱 thermal · 방음 acoustic
An insulation-resistance spec built as thermal lagging: the dielectric property is never tested, and a live-conductor risk passes inspection.
AS/NZS 3000 · IEC 60364-6KO 부하 / 하중 JP 負荷 / 荷重
Both translate to "load"
부하 / 負荷 electrical demand · 하중 / 荷重 mechanical or structural force
A lifting point's proof-load rating logged as an electrical load, so structural proof testing is skipped.
AS 1418 · AS 4100KO 압력 / 응력 JP 圧力 / 応力
Loosely swapped, and gauge vs absolute
압력 / 圧力 pressure on a boundary · 응력 / 応力 internal material stress
A relief valve set to an absolute reference instead of gauge: over-pressure of a flight-critical hydraulic line.
AS 1210 · ISO 80000-4Mosaic isn't translating words. It's preserving engineering intent, bound to the right Australian standard.
What you bring in
Hover to explore →
日本語 → EN-AU
한국어 → EN-AU
multi-language ready
OCR + clean-up
native text + layout
structured content
reconstructed, not lost
extensible by design
The pipeline
Capture · base translation · document analysis · specialist review · validation and sense-check · Australian normalisation · control-chain lock. Each layer checks, challenges and enriches the one before it.
Capture
The original, preserved
Headings, tables, figures and numbering kept in place
Read at the morpheme level: true word boundaries, not fragile substrings
High-confidence reading of scans, before a word is translated
Structure is critical in an engineering document. Mosaic preserves it, where a raw OCR or a chatbot would break it.
Analyse & specialist review
Reviewed against curated defence libraries
The document's domain, OEM voice and intent focus the review
False friends, cultural nuance and defence terminology, caught
Hazard signal words and identifiers held for human confirmation
A deep specialist review backed by curated defence semantic data and high-assurance controls, not a generic model guessing.
Validate & control-chain
Challenged, then locked
Findings consolidated and deconflicted across stages; logic sense-checked
Severity graded by a fixed rule set, not the model's mood
Identifiers, numbers and signal words can't be silently altered
The AI proposes inside a harness it cannot break, and the pipeline is built to be repeatable, so decisions are defensible in an audit.
Semantic translation
A staged, layered, high-assurance pipeline: each layer checks, challenges and enriches the one before it.
Where a generic engine makes one pass, Mosaic runs every document through layers of assurance. It captures the source faithfully, translates, analyses the document's domain and voice to focus a deep specialist review backed by curated defence semantic libraries, then deconflicts and sense-checks the findings and Australianises by default. A control-chain harness guarantees the AI can never edit or rewrite content outside the controlled, reviewable findings: the single biggest risk with modern LLMs, engineered out.
Layeredhigh-assurance, not a single pass
Semantic library
a living, growing library
flight & mission systems
spectrum & signals
distribution & protection
engines & fluid power
armament systems
ship combat & plant
doctrine & conventions
meaning, not just words
Mapped to AS/NZS DEF(AUST) MIL-STD NATO STANAG ISO
Human in the loop
Mosaic recommends; the qualified reviewer decides, and gets everything needed to make the call with confidence.
Each suggestion is surfaced with the source span, the machine translation, the proposed wording and the reasoning behind it, so a specialist can accept, edit, reject, or escalate to a named SME. Low-risk changes are logged automatically; nothing meaning-affecting is published until a human resolves it. Every decision is captured with full provenance and an audit chain back to the source. You set the level of autonomy: auto-approve the trivial, always review the meaningful. Similar findings are grouped, so reviewers spend time on signal, not noise.
Every changetraceable to a human decision
Provenance
Title & headings unchanged
Spelling · units · 24h time auto-applied
Sentence flow tidied editorial
接地 → protective earth confirmed by human
Reviewer correction manual edit
Every line carries its provenance, so a reviewer (and a regulator) can see exactly what changed, and why.
Review & decide
Suggested: 接地 → protective earth
Source span, machine output and reasoning, shown together
Accept, edit, reject, or escalate to a named SME
High-risk findings can block publish until the SME signs off
When internal checks disagree, both signals are shown, never silently resolved
AI recommends and accelerates; the human stays in control of every substantive call.
Autonomy & effort
You control what needs a human
Minor editorial and deterministic changes AUTO-APPROVE
Similar findings grouped, action many at once GROUPED
Substantive and safety-critical changes ALWAYS REVIEW
Dial autonomy up or down per programme: auto-approve the trivial, never the meaningful. Signal, not noise.
Compliance
Translation handles the language. Compliance is a different job: checking the result against Australian standards, policy and process.
And it's not a quick crosswalk. The same layered, multi-stage analysis runs over compliance, and a reverse specialist review checks the document against what an Australian standard requires, catching the controls a foreign source never had to mention. Every finding quotes the offending text and cites the exact clause.
Australian lawwork health and safety, covered today
Findings
Hazard signal word demoted CAUTION rendered as a NOTE, which strips its legal standing Violation
Organisational vs personal LOTO AS/NZS 4836 requires personal locks Concern
No isolation-verification step Australian practice expects a verify stage Gap
Reverse review
What does the Australian standard require?
Personal danger-lock per worker MISSING
Positive isolation verification MISSING
Re-energisation sign-off PRESENT
A forward review only judges what's on the page. The reverse review catches the required control a foreign source never had to mention: the silent gap.
Clause citation
Violation WHS Act 2011 · s.19(3)(c)
A duty holder must provide and maintain safe systems of work. Demoting a CAUTION removes the mandated hazard standing.
located to the page · quoted source · severity: high
Cited, quoted and located to the page: defensible, not a one-shot read.
Coverage
What it checks against
Australian work health and safety law LIVE
Defence, cyber and engineering standards alongside it
New compliance documents load without code changes
Australian WHS law DEF(AUST) ISM AS/NZS + your standards
It learns
Every nuance discovered, every mistranslation caught, every human-in-the-loop decision: captured once, then codified back into the library. You never solve the same problem twice.
The more you run through it, the higher the assurance: a sovereign IP asset that grows with use.
Reconstruct
Headings, paragraphs, tables and figures rebuilt: faithful to the original, polished to Australian conventions.
Export
DOCX S1000D data modules HTML · JSON
Into your engineering systems
Structured for configuration-management, engineering and PLM
Publish & export
The reviewed translation is rebuilt: faithful to the original structure, polished to Australian standards.
Reconstruct headings, tables and figures to the original layout, or export structured data, including S1000D data modules structured for your configuration-management, engineering and PLM systems. DOCX, HTML, JSON.
Publish-readyor structured for your systems
Bring a foreign-language manual you work with today. Watch Mosaic translate, align, assure and publish it, with a human in command.
Where Mosaic is going
Not a one-off translation service. An enduring link that keeps the source and the Australianised document in step over the life of the platform, in both directions.
Foreign OEM
Source languageIssues and revises the original technical documentation.
Mosaic
Living bridgeHolds the provenance from every source span to its Australianised form.
Australian integrator & Defence
EN-AU · in serviceOperates and maintains, and makes local amendments.
When the OEM releases a new revision, Mosaic carries forward what's already aligned: no re-translating from scratch, no tripping over the same problems twice.
Australian-side changes are captured against the source, with full provenance from the original span to the in-service document.
Amendments can be shown back to the OEM in their own language, so they understand what Australia has changed, supporting warranty and through-life support.
What it's worth
Engineering teams
Foreign OEM documentation as Australianised, compliance-checked English: engineering intent preserved, AS/NZS and DEF(AUST) standards mapped, every substantive change traceable to a human decision.
Programs & sustainment
Cut cost and turnaround on high-volume technical libraries, with structured, publish-ready outputs and explicit safety findings instead of flat PDFs, at a scale and consistency no manual effort could match.
Compliance & certification
An exportable, clause-cited audit trail for every document: a dual log of deterministic changes and reviewer-confirmed findings, defensible under regulatory scrutiny.
Higher-fidelity translation at greater volume and lower cost: sovereign, Australianised and audit-ready, for equipment that can't go offshore.
Built for sovereign defence work
Translation and compliance run on one assurance discipline: the same per-line provenance, audit trail and defensible severity grading across both pipelines. One trust story, end to end.
Every component runs in Azure Australia East: Functions, Cosmos DB, Azure OpenAI, Translator. Sensitive documentation never leaves the country.
AI drafts and accelerates; no substantive change reaches publication without explicit human sign-off. No silent rewrites of substantive content.
Every line carries a provenance category and a dual audit log a regulator can inspect end to end: reproducible, per-line, defensible.
Australian-hosted Human-in-the-loop Per-line provenance Clause-cited findings Reproducible runs Run-integrity snapshots Per-organisation isolation
Tell us a little about your program and we'll set up a live demonstration. Bring a foreign-language manual, or just your toughest translation and compliance problem.
A member of the team will reach out shortly.