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Scribe is a tool for documenting software, not a shop-floor platform. It records clicks in a browser or desktop app and turns them into step-by-step guides with screenshots. Its second product, Optimize, uses AI to find bottlenecks in software work. Dozuki is built for the manufacturing work that happens at machines and workstations, connecting approved visual instructions, practical training, verified execution, and frontline feedback in one platform.
See how each platform supports the people who create instructions, prepare workers, manage changes, and verify execution.
| Feature | Dozuki | Scribe |
|---|---|---|
| Digital Standard Work Develop consistent, visual step-by-step procedures using structured formats that are straightforward to follow and modify. | ||
| Version History & Audit Trails Maintain comprehensive revision records, restore prior versions, and document all changes. | ||
| Approval Workflows Route content through configurable review and approval steps before reaching workers. | ||
| Periodic Review Schedule recurring content reviews to ensure procedures stay accurate, compliant, and current. | ||
| Rich Media Instructions Include annotated images, video, files, and visual guidance to boost comprehension. | ||
| Scheduled Releases Coordinate publishing, communication, and retraining with advance planning. | ||
| Machine Translation Deliver standardized knowledge across multilingual workforces rapidly. | ||
| QR Code Access Link equipment and workstations directly to relevant guides, categories, or workflows. | ||
| Enterprise Search Enable workers to quickly locate approved answers across guides, wikis, and files. | ||
| Role-Based Learning Assign appropriate learning by role, responsibility, location, team, or qualification. | ||
| Guided Onboarding Create repeatable learning paths that help newcomers become productive faster. | ||
| Work-Centric Courses Construct training from real procedures using video, imagery, and operational content. | ||
| Embedded Assessments Validate comprehension with quizzes directly tied to approved Guides and Wikis. | ||
| On-the-Job Validation Confirm real-world proficiency through practical assessments and supervisor sign-off. | ||
| Skills Management Map qualifications, identify skill gaps, and assess workforce capability. | ||
| Automated Retraining Trigger retraining when standards change, qualifications expire, or roles evolve. | ||
| Compliance Reporting Track completion, overdue assignments, certifications, and readiness across teams. | ||
| TWI Job Instruction Support repeatable teaching with Job Instruction Breakdown views built for TWI. | ||
| SCORM Compatibility Blend external eLearning libraries with work-centered training in one experience, backed by a Vector Training Solutions partnership for direct SCORM import and pre-packaged content. | ||
| Training Performance Understand completion duration and identify where learners slow down or get stuck. | ||
| Audit-Ready Records Generate complete course completion records with assessment and data capture evidence. | ||
| Digital Forms & Checklists Replace paper with structured inputs for production, quality, safety, and compliance. | ||
| Work Order Management Assign, track, execute, and resume operational work from one connected system. | ||
| Required Data Inputs Enforce required fields, quality checks, sign-offs, and checkpoints during execution. | ||
| Real-Time Traceability Create timestamped, attributable records across shifts, assets, sites, and teams. | ||
| Supervisor Sign-Off Review and approve completed work without paper handoffs or delayed escalation. | ||
| Deviation Tracking Monitor exceptions across operations and identify recurring issues that need action. | ||
| Offline Execution Keep procedures and work orders available when connectivity is limited. | ||
| Operational Control Center Monitor active work, status, issues, and execution across frontline operations. | ||
| Frontline Comments Capture observations, questions, and improvement ideas directly within procedures. | ||
| Media-Rich Feedback Attach photos and video to provide clear context from the point of work. | ||
| Comment Resolution Assign ownership, resolve issues, and maintain accountability for follow-through. | ||
| Change Awareness Highlight updates so workers quickly understand what changed and why. | ||
| Digest Notifications Keep users informed of relevant updates without overwhelming them with alerts. | ||
| Structured Improvement Loop Turn feedback into approved standards, retraining, and measurable operational change. | ||
| Training Dashboards Track assignment status, completion, overdue learning, and workforce readiness. | ||
| Training Performance Identify completion times, bottlenecks, and stages where learners need support. | ||
| Skills Visibility Understand qualifications, gaps, and available capability across teams and sites. | ||
| Workflow Reporting Analyze completion, execution, data capture, and operational activity. | ||
| Deviation Analytics Surface recurring exceptions and patterns across production and frontline work. | ||
| Adoption & Utilization Measure how workers and teams engage with content, training, and workflows. | ||
| Data Connector Bring Dozuki data into Power BI, Tableau, and enterprise analytics environments. | ||
| Unified Reporting Combine Dozuki data with HR, production, quality, and performance systems. | ||
| API & Webhooks Sync data, automate workflows, and connect Dozuki with other business systems. | ||
| SCIM & SSO Automate user provisioning, deactivation, team assignment, and secure access. | ||
| HRIS Integration Align roles, managers, locations, training assignments, and employee lifecycle data. | ||
| LMS Integration Unify compliance and operational learning while consolidating training records. | ||
| MES Integration Trigger guidance and workflows based on machine status, production events, or jobs. | ||
| EAM / CMMS Integration Embed standard work in asset maintenance and return verified execution records. | ||
| ERP Integration Connect frontline execution with inventory, materials, work orders, and planning. | ||
| BI Integration Combine frontline data with enterprise analytics for broader operational insight. | ||
| Accelerated Deployment Launch faster with expert-led setup, structure, configuration, and rollout support. | ||
| Legacy Content Conversion Transform paper, PDFs, presentations, and documents into usable digital standards. | ||
| Site Architecture Design categories, permissions, workflows, and governance for long-term scale. | ||
| Training & Enablement Build confident administrators, authors, trainers, supervisors, and frontline users. | ||
| Change Management Support process, behavior, and cultural change across manufacturing environments. | ||
| Integration Optimization Connect Dozuki to enterprise systems while minimizing complexity and duplication. | ||
| Software Validation Maintain audit-ready validation evidence for regulated environments and releases. | ||
| Transformation Best Practices Apply proven methods that reduce false starts and improve long-term adoption. | ||
| Assistant Answers questions, generates content, advises users, initiates action, and coordinates specialized agents. | ||
| Knowledge Agent Provides conversational access to approved operational knowledge. | ||
| Digitization Agent Transforms documents and frontline video into digital work instructions. | ||
| Content Quality Agent Reviews content for clarity, consistency, and frontline readiness. | ||
| Guide Comparison Agent Identifies differences and opportunities to standardize procedures. | ||
| Release Agent Generates release notes for authors during process creation and updates. | ||
| Training Agent Builds targeted learning based on role, work, and performance needs. | ||
| Quiz Agent Generates knowledge checks and assessments from approved content. | ||
| Skills Agent Identifies skill gaps and connects qualified people to critical work. | ||
| Change Agent Explains what changed and keeps teams aligned to new standards. | ||
| Troubleshooting Agent Guides workers through diagnosis using approved procedures and context. | ||
| Visual Verification Agent Uses images and video to help verify work was completed correctly. | ||
| Operations Agent Coordinates workflows and recommends actions that improve execution. | ||
| Audit Prep Agent Assembles evidence and identifies gaps before an audit. | ||
| CI Agent Finds recurring problems and recommends improvement opportunities. | ||
| Insights Agent Surfaces trends, anomalies, and opportunities across operational data. | ||
| Analytics Agent Answers business questions and explains performance using Dozuki data. | ||
| GovCloud Hosting Host data in a government-community cloud built for regulated, defense-adjacent, and public-sector environments. | ||
| Wearable Device Support Extend hands-free access to work instructions and data capture to industrial wearable devices. | ||
| ITAR Certified Infrastructure Protect sensitive data with ITAR-certified infrastructure, meeting strict export control compliance standards. | ||
| Availability: 99.95% Ensure reliable platform access with 99.95% system uptime, minimizing disruptions to critical operations. | ||
| ISO 9001:2015 Meet ISO 9001:2015 standards with tools for standardized procedures, document control, and continuous improvement. | ||
| Encryption at Rest and in Transit Protect sensitive data with robust encryption, securing information whether stored or transmitted. | ||
| IP Whitelisting Restrict access to authorized networks only, enhancing security and preventing unauthorized connections. | ||
| SOC 2 Compliance Adhere to rigorous security standards, ensuring data integrity and customer trust in a secure environment. | ||
| Sandbox Environment Test and refine workflows in a risk-free environment, enabling experimentation and training without affecting live operations. | ||
| Regional Deployment Deploy in specific international regions, such as APAC, to meet local data residency needs beyond U.S.-based GovCloud. | ||
Create, control, translate, approve, and distribute the operational standards your workforce depends on.
Develop consistent, visual step-by-step procedures using structured formats that are straightforward to follow and modify.
Structured, step-by-step visual work instructions built for the shop floor.
Step-by-step guides are generated from clicks captured in browser and desktop software.
Schedule recurring content reviews to ensure procedures stay accurate, compliant, and current.
Recurring review cycles keep every procedure accurate, compliant, and current.
Enterprise offers a guide verification workflow, and flagging of outdated guides is listed as coming soon.
Route content through configurable review and approval steps before reaching workers
Native multi-stage approvals with automatic change detection, ready out of the box.
A Team Admin approves new guides and edits before they publish, with one approval step.
Include annotated images, video, files, and visual guidance to boost comprehension.
In-line annotation and markup built for visual, easy-to-follow instructions.
Guides use annotated screenshots of software screens, and Pages can embed video.
Turn standard work into structured learning. Assign by role, validate understanding, track qualifications, and keep teams ready as standards evolve.
Assign appropriate learning by role, responsibility, location, team, or qualification.
Courses built from real procedures, assigned automatically by role, location, or qualification.
Workspaces control which teams see which guides, with no training assigned by role.
Map qualifications, identify skill gaps, and assess workforce capability.
A live skills matrix that maps qualifications and surfaces gaps automatically.
No skills matrix or qualification tracking.
Confirm real-world proficiency through practical assessments and supervisor sign-off.
Supervisor sign-off and practical assessments built into the training flow.
No practical assessments or trainer sign-offs.
Support repeatable teaching with Job Instruction Breakdown views built for TWI methodology.
Exclusive TWI Institute partnership, with JIB views purpose-built for the methodology.
No TWI Job Instruction Breakdown format.
Guide consistent execution with digital forms, enforced checkpoints, work orders, approvals, and traceable data collected directly from the floor.
Replace paper with structured inputs for production, quality, safety, and compliance.
Purpose-built forms and checklists ready to deploy out of the box.
No forms or checklists for production, quality, or safety data.
Assign, track, execute, and resume operational work from one connected system.
One connected system for assigning, tracking, and resuming operational work.
No work order management.
Create timestamped, attributable records across shifts, assets, sites, and teams.
Timestamped, attributable records generated automatically as work happens.
Workflow capture records which software tasks people run and how long they take, with no records of physical jobs.
Review and approve completed work without paper handoffs or delayed escalation.
Review and approval of completed work happens without paper handoffs or delayed escalation.
No sign-off on completed work.
Give the frontline a voice in how work improves. Capture feedback in context, route it to the right people, and connect every approved change back to training and execution.
Capture observations, questions, and improvement ideas directly within procedures.
Comments and media captured directly in context, at the point of work.
Team members can comment on guides.
Assign ownership, resolve issues, and maintain accountability for follow-through.
Feedback resolves inside the guide itself, routed through versioning and approval so it becomes part of the approved standard.
Comments sit on the guide, with no assignment or tracking to closure.
Highlight updates so workers quickly understand what changed and why.
Workers must acknowledge what changed before continuing; no silent updates.
Approved edits replace the published guide, with no notice to workers of what changed.
Turn feedback into approved standards, retraining, and measurable operational change.
A closed loop from frontline feedback to approved standard to retraining.
AI recommends software-process improvements, with no path from worker feedback to a revised standard and retraining.
Turn frontline activity into visibility. Measure knowledge adoption, learning progress, work execution, deviations, and operational performance.
Analyze completion, execution, data capture, and operational activity.
Completion, execution, and data-capture activity analyzed from one connected system.
Workflow analytics show which software tasks happen, how often, and where time is lost.
Surface recurring exceptions and patterns across production and frontline work.
Recurring exceptions and patterns surfaced automatically from execution data.
Analytics show how teams vary in running the same software workflow.
Understand qualifications, gaps, and available capability across teams and sites.
A live view of qualifications, gaps, and available capability across sites.
No view of skills or qualifications.
Bring Dozuki data into Power BI, Tableau, and enterprise analytics environments.
A native connector purpose-built around frontline data.
A search API and MCP server expose guide content, with no BI data connector.
Connect frontline knowledge, training, and execution with the enterprise systems that manage people, production, assets, identity, and reporting.
Trigger guidance and workflows based on machine status, production events, or jobs.
Native integration patterns built for live production systems.
No MES or machine data integration.
Embed standard work in asset maintenance and return verified execution records.
Standard work embedded directly into maintenance systems, with verified records returned.
No EAM or CMMS integration.
Align roles, managers, locations, training assignments, and employee lifecycle data.
Roles, managers, locations, and employee lifecycle data stay aligned automatically.
No HRIS integration.
Combine frontline data with enterprise analytics for broader operational insight.
Frontline data combines directly with enterprise analytics for broader operational insight.
No BI integration.
Reduce internal strain and accelerate time to value with experienced guidance, conversion services, implementation support, and scalable enablement.
Launch faster with expert-led setup, structure, configuration, and rollout support.
A dedicated team designs your architecture, governance, and rollout.
Self-serve browser extension and desktop app, with customer success on Enterprise.
Transform paper, PDFs, presentations, and documents into usable digital standards.
A dedicated team of experienced technical writers converts your paper, PDFs, and legacy documents into usable digital standards.
Guides are created by capturing live work, with no conversion of existing documents or video.
Maintain audit-ready validation evidence for regulated environments and releases.
Audit-ready validation evidence, including FDA 21 CFR Part 11 support.
No validation package or 21 CFR Part 11 support.
Build confident administrators, authors, trainers, supervisors, and frontline users.
A structured enablement program for every role in the rollout.
Enterprise customer success, webinars, and a help center.
The intelligence, governance, reasoning, and orchestration layer across Dozuki.
Answers questions, generates content, advises users, initiates action, and coordinates specialized agents.
Understands intent and coordinates specialized agents across knowledge, workforce, operations, and improvement.
Guides feed outside AI assistants through MCP, and workflow agents answer questions about bottlenecks.
Transforms documents and frontline video into digital work instructions.
Turns a recorded process or legacy file into a structured, editable guide automatically.
AI writes guides from captured screen activity, not from documents or shop-floor video.
Generates knowledge checks and assessments from approved content.
Generates assessments straight from approved content, and helps grade them.
No AI quiz or assessment generation.
Finds recurring problems and recommends improvement opportunities.
Recurring problems surfaced automatically, with improvement opportunities recommended.
AI finds bottlenecks in software workflows and recommends fixes with ROI estimates.
Surfaces trends, anomalies, and opportunities across operational data.
Trends and anomalies surfaced automatically across operational data.
AI surfaces bottlenecks, inconsistencies, and time spent across captured software workflows.
Hosting and device options built for regulated, defense-adjacent, and industrial environments.
Host data in a government-community cloud built for regulated, defense-adjacent, and public-sector environments.
A government-community cloud option supports regulated and public-sector deployments.
No GovCloud or government hosting option.
Extend hands-free access to work instructions and data capture to industrial wearable devices.
RealWear wearable device support extends hands-free access to instructions and data capture.
No wearable support. Capture runs on Windows, Mac, Chrome, and Edge.
Protect sensitive data with ITAR-certified infrastructure, meeting strict export control compliance standards.
ITAR-certified infrastructure protects sensitive data and meets strict export control compliance standards for defense-adjacent environments.
No ITAR-compliant hosting.
Ensure reliable platform access with 99.95% system uptime, minimizing disruptions to critical operations.
A 99.95% uptime SLA keeps critical operations running with minimal disruption.
A status page and backup failover, with no uptime SLA.
Meet ISO 9001:2015 standards with tools for standardized procedures, document control, and continuous improvement.
ISO 9001:2015 certification backs standardized procedures, document control, and continuous improvement.
No ISO 9001 certification for the vendor.
Deploy in specific international regions, such as APAC, to meet local data residency needs beyond U.S.-based GovCloud.
Deployment in specific overseas regions, such as APAC, meets local data residency needs.
No customer choice of hosting region or data residency.
Scribe's screen capture documents software activity. It cannot observe the physical technique, equipment condition, or inspection judgment that makes a manufacturing procedure complete.
Dozuki helps teams capture that knowledge with photos, video, annotated instructions, and clear safety cues. Connect the approved procedure to training, practical assessments, and execution records so the method is supported from the first lesson through the daily job.
Adding photos can explain a physical task, but it does not establish how workers are qualified, which checks they must record, or how supervisors review the completed work.
Dozuki connects visual guidance with those operational requirements. Matching image markers and instruction bullets clarify the action, caution styles highlight risks, and required inputs capture checks during execution. The guide becomes part of how you control the job.
Access to a guide does not demonstrate that an operator understands the method or can perform it correctly. A documented process still needs a defined way to teach, assess, and qualify the person doing it.
Dozuki connects approved procedures to role-based courses, knowledge checks, practical assessments, and trainer sign-offs. Skills tracking makes qualifications visible, while TWI Job Instruction Breakdown views help trainers teach the job consistently.
A record of software activity cannot establish whether an operator checked a guard, measured a part, or completed a required inspection. Those actions need evidence captured at the point of work.
Dozuki combines instructions with required inputs, quality checks, and supervisor sign-offs. Timestamped, attributable records give supervisors the information to review execution, investigate exceptions, and understand where the process needs attention.
Approving a guide controls publication. It does not, by itself, prepare every affected worker to perform the revised method.
Dozuki connects content control with workforce readiness. Approval workflows, version history, periodic reviews, and scheduled releases manage the standard. ChangeAware AI explains revisions, acknowledgments track review, and retraining can address changes that require additional learning. Process owners can manage both the release and the response.
Scribe's AI works from software workflows. That context can reveal how people use applications, but it does not capture the physical technique or equipment knowledge behind a production task.
Dozuki applies AI to manufacturing knowledge and its use on the floor. CreatorPro AI helps turn documents and recorded demonstrations into editable guides. AI-generated knowledge checks support training, ChangeAware AI explains revisions, and the Forge AI Assistant supports deeper questions using operational knowledge.
Keeping a software guide separate from the physical procedure can fragment the job. An operator may need to inspect a component, record the result in an MES, and continue with the next production step.
You can retain Scribe for standalone software how-tos and use Dozuki for manufacturing standard work, training, and execution. When screen-based steps belong to the physical process, include that guidance in Dozuki so workers can follow the complete job in sequence.
An exported guide preserves documentation; it does not automatically become a complete manufacturing standard. Physical steps, safety information, acceptance criteria, and required checks still need to be defined.
Use existing guides as source material rather than starting from a blank page. CreatorPro AI can help convert supported documents and videos, with content-conversion services available for additional support. Process experts refine and approve the result. Start with one process, validate its training and execution requirements, then expand.
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