Source support
Does each material statement, action, translation, or visual claim remain linked to the approved source, timestamp, term, brief, or review record?
AI Pilot Experience · Multilingual Training
Translate and dub one approved internal workflow explainer while preserving captions, terminology, speaker permission, source timing, corrections, and final review.
Pilot experience
Internal workflow explainers often need translation, dubbing, and captions without changing the controlled meaning of process, safety, technical, contractual, legal, or compliance terms.
The workflow preserves the approved source, transcript, speaker permission, timestamps, and terminology. Translation, speech, dubbing, and captioning services prepare candidates linked to source segments.
A language reviewer and subject owner correct meaning, terms, names, timing, captions, and audio. No target-language material is released until both reviews and speaker-permission conditions are satisfied.
Visual walkthrough
Each view shows how source records, system outputs, exceptions, corrections, and human decisions remain connected during the pilot.
Source media remains connected to transcript, terminology, translation, dubbing, captions, review, and release.
Approved source meaning, target term, prohibited alternatives, owner, and review state remain visible.
Source timing, caption, translation, speaker track, fit, and correction remain aligned by segment.
Unknown terms, timing overflow, name errors, missing captions, consent issues, and technical questions receive owners.
The approved package retains source media, target audio, captions, glossary, review, version, and release state.
User journey
The interface can feel simple while the pilot preserves document identity, revision, permission, retrieval, uncertainty, and review evidence behind every result.
Register source media, owner, audience, purpose, speaker permission, rights, target languages, confidentiality, and retention.
Fingerprint media and record transcript segments, speakers, timestamps, captions, visuals, and source version.
Define approved source meaning, target terms, prohibited alternatives, names, units, abbreviations, and subject owner.
Use approved translation and language models to create segment-linked target text with uncertainty and quality warnings.
Use approved speech, dubbing, and captioning routes while preserving speaker permission, timing, segmentation, and disclosure.
A qualified reviewer corrects fluency, names, terms, captions, timing, omissions, and unsupported additions.
The process owner verifies operational meaning and routes controlled safety, technical, contractual, legal, or compliance text for qualified review.
Freeze target media, transcript, captions, glossary, corrections, reviewers, version, audience, destination, expiry, and withdrawal.
Technology options
The final selection records exact versions, licences, data handling, cost, limitations, replacement options, and the evidence required before use.
| Component | Examples | Pilot role | Boundary |
|---|---|---|---|
| Speech to text | Approved transcription services with segment timestamps | Prepare the source transcript and timing record. | Transcription can misread speakers, names, technical terms, numbers, negation, and omissions. |
| Translation models | Claude, GPT, Qwen, or approved specialist translation services | Prepare segment-linked target-language text using the controlled terminology record. | Fluency does not establish semantic, technical, legal, safety, or compliance equivalence. |
| ElevenLabs dubbing | Current approved ElevenLabs dubbing endpoint and settings | Prepare target-language audio while preserving source segments, speaker permission, and review state. | Voice similarity, emotion, language transfer, and timing do not establish speaker identity, consent, translation accuracy, permitted representation, or approval. |
| Captioning tools | Timed-text generation, line breaking, reading-speed, and accessibility validation | Create synchronized captions linked to source and target segments. | Automatic timing and line breaks can omit meaning or make captions inaccessible. |
| Review interface | Source/target player, transcript, glossary, caption, audio, correction, and release controls | Let language and subject reviewers inspect each segment and approve the final package. | Only completed language, subject, permission, and release review permits distribution. |
Client-owned pilot outputs
Evaluation evidence
A fluent answer is not the acceptance unit. The pilot tests whether a reviewer can reach the controlling evidence efficiently and detect important failure.
Does each material statement, action, translation, or visual claim remain linked to the approved source, timestamp, term, brief, or review record?
Did the workflow expose missing topics, owners, dates, terms, captions, permissions, references, or required release information?
Measure reviewer time to inspect, correct, reject, resolve exceptions, and approve the final output.
Record unsupported commitments, omitted decisions, mistranslated controlled terms, identity issues, false factual details, and unauthorized release.
Did only the approved version reach the named audience, destination, language, and permitted use?
Measure preparation, transcription, translation, generation, storage, review, correction, monitoring, support, and replacement per accepted output.
Cost drivers
Scaling factors
Use durable source, run, output, review, correction, release, expiry, and withdrawal IDs with queues, retries, and checkpoints.
Preserve project, user, source, speaker, language, image, purpose, audience, destination, retention, and reuse permissions.
Version controlled terms, speaker rules, prohibited claims, disclosure, review roles, and release conditions.
Keep sources, transcripts, translations, prompts, outputs, corrections, approvals, and manifests outside any provider.
Measure payload size, media duration, model calls, rendering, queue latency, timeouts, fallback, reviewer capacity, and cost.
Require separate security, integration, monitoring, recovery, service, training, ownership, rights, and cost approval.
Cross-industry reuse
The reusable capability is permission-aware multilingual retrieval across versioned documents with citations. Each industry keeps its own source authority, terminology, consequence, retention, and qualified review.
Meetings, correspondence, workflow explainers, proposals, site communication, and approved media.
Review: Project, commercial, design, safety, technical, legal, communications, or authorized owner.
Asset meetings, tenant correspondence, training, service explainers, proposals, and property communication.
Review: Property, facilities, compliance, legal, technical, communications, or asset owner.
Technical meetings, actions, training, explainers, proposals, diagrams, and concept communication.
Review: Qualified engineer, technical lead, quality, legal, training, or communications owner.
Design meetings, minutes, training, proposals, storyboards, concepts, and presentation media.
Review: Architect, design lead, technical, legal, brand, or communications owner.
Production meetings, actions, work explainers, multilingual training, proposals, and concept media.
Review: Production, quality, engineering, safety, training, legal, or communications owner.
Service meetings, correspondence, instructions, training, proposals, and customer communication.
Review: Service manager, technical, safety, commercial, training, legal, or communications owner.
Client meetings, correspondence, training, proposals, presentations, and approved knowledge media.
Review: Matter owner, subject specialist, legal, quality, privacy, or communications owner.
Team meetings, decisions, procedures, onboarding, workflow explainers, and change communication.
Review: Process owner, department lead, HR, legal, security, training, or communications owner.
Authority boundaries
Related paths
Continue into the operating, technical, security, and readiness guidance connected to this workflow.
Review practical training formats, ownership, verification, and changed-work measures.
Open pageInspect identity, rights, disclosure, review, release, and platform controls.
Open pagePreserve originals, transcripts, captions, derivatives, hashes, and manifests.
Open pageControl source, speaker, provider, audience, retention, deletion, and handover.
Open pageStart with one approved collection
Use general workflow information during the assessment. Do not submit confidential documents, passwords, API keys, authentication codes, or unrestricted system access.
Plain-language route guide
Choose the smallest route that answers your next decision.
The formal service names remain useful for scope and contracts. The plain-language labels explain what each route actually does. These are alternatives, not four mandatory stages.
Operating-Layer Blueprint
Buyer question answered
What should we build, and where should the boundary be?
Typical input
One priority workflow, a named owner, current systems, representative records or files, and known failure points.
Output
A client-owned current-state map, target design, source inventory, implementation boundary, timeline, and fixed quote.
Bounded AI Agent Pilot
Buyer question answered
Can one specific AI-assisted task work reliably enough to justify more?
Typical input
One named task, approved sources and tools, representative cases, a human reviewer, and explicit stop conditions.
Output
A working pilot, evaluation evidence, cost and failure findings, review requirements, and a proceed, revise, or stop recommendation.
Single Workflow Implementation
Buyer question answered
How do we put one recurring workflow into controlled production?
Typical input
A defined trigger and completion point, accountable owners, approximately three core systems, rules, approvals, and test cases.
Output
Connected records, an operating view, integrations, a dashboard, acceptance testing, training, documentation, and handover.
Complete Operating Layer Implementation
Buyer question answered
How do we connect shared data and decisions across teams?
Typical input
Two to five related workflows, shared records, several departments or systems, an executive sponsor, and named operating owners.
Output
A phased operating layer with shared records, permissions, interfaces, integrations, reporting, controlled automation, training, and handover.
Still unsure which route fits?
Describe one broken workflow. The free assessment may recommend a Blueprint, pilot, implementation, a smaller discovery step, or no engagement.