Voice-Driven Clean Room Workflow Support Robot for Pharmaceutical Manufacturing

Connect operators, procedures, documentation, and robotics through a voice-first clean room interface.

Kebb-ai™ is an autonomous clean room operator interface robot designed for pharmaceutical, biopharmaceutical, and cGMP manufacturing environments.Built as a voice-first interaction platform,

Kebb-ai™ supports hands-free communication within clean room environments, helping operators access procedures, receive workflow guidance, interact with documentation systems, and communicate with connected operational technologies while remaining focused on manufacturing activities.

Powered by the Robotic Connective Network

A connected platform that links autonomous robotics, operational software, data, and AI technologies across your facility.

How Kebb-ai™ Supports Clean Room Operations

Clean room operators routinely interact with standard operating procedures, manufacturing instructions, quality documentation, batch records, and operational workflows throughout the production lifecycle. Kebb-ai™ is designed to support those activities through voice-driven interaction and workflow guidance.

Voice-First Operator Capabilities

Voice-Guided SOP Delivery

Kebb-ai™ can provide read-aloud procedural guidance, helping operators access approved instructions without requiring physical interaction with documents or computer terminals.

Hands-Free Operator Interaction

Designed for clean room environments, Kebb-ai™ supports voice-based communication and workflow interaction for gowned operators. The voice-first interface provides hands-free access to procedures, workflow guidance, and documentation support without traditional computer terminals or printed materials.

Electronic Batch Record Workflow Support

Kebb-ai™ is being developed to support electronic batch record processes through structured workflow interaction and documentation support.

Connected Workflow Visibility

Kebb-ai™ provides a voice-driven interface that can support communication between operators, connected systems, robotics platforms, and workflow technologies operating within regulated environments.

Robotic Connective Network

Connecting Operators, Robotics, and Manufacturing Systems

Kebb-ai™ operates within TechForce Robotics’ Robotic Connective Network, a unified framework connecting robotics platforms, software systems, operational workflows, and manufacturing technologies.

The Robotic Connective Network is designed to support communication and coordination across connected robotics systems, including LIM-E™, PUR-E™, Kebb-ai™, operational software, and workflow technologies.

Through the network, Kebb-ai™ can support interaction between operators, connected robotics platforms, operational systems, and workflow technologies operating within the facility.

The platform incorporates:

•  Electronic batch record technologies
•  Operator interaction technologies
•  Large Language Models (LLMs)
•  Multimodal Large Language Models (MLLMs)
•  Operational workflow intelligence
•  Local networking and secure internet connectivity
•  SOP retrieval and procedural guidance
•  Proprietary AI camera systems
•  Vision Language Models (VLMs)
•  Robotics fleet coordination
•  Proprietary air-gap technologies
•  Cross-platform robotics communication

Available capabilities, integrations, and technologies may vary depending on deployment requirements, operating environments, and customer objectives.

PDAOAI™ Platform Integration

Kebb-ai™ is designed to support interaction with technologies available through Oncotelic Therapeutics’ PDAOAI™ platform.

PDAOAI™ is Oncotelic Therapeutics’ artificial intelligence platform designed to support automation and intelligent operational initiatives.

As part of the ongoing pharmaceutical automation initiative, the platform is being utilized to support:

•  Electronic batch record workflows
•  Manufacturing documentation processes
•  Operational knowledge retrieval
•  SOP retrieval and workflow guidance
•  Pharmacopoeia reference access
•  AI-assisted workflow interaction

The platform’s retrieval capabilities are designed to support customer SOPs, reference documentation, pharmacopoeia content, and scientific information resources.

Available capabilities, integrations, and technologies may vary depending on deployment requirements, operating environments, and customer objectives.

Pharmaceutical Automation Initiative

Kebb-ai™ is part of a joint development collaboration between TechForce Robotics and Oncotelic Therapeutics within SAPU Bio’s OEB-5 sterile injectable cGMP facility.

The initiative provides a real-world environment for advancing the use of robotics, workflow automation, operational data, and artificial intelligence technologies within regulated manufacturing operations.

Through the collaboration, TechForce Robotics and Oncotelic Therapeutics are advancing technologies designed to support workflow visibility, documentation processes, operational consistency, and intelligent manufacturing initiatives.

Data Sovereignty & Technology Control

Your data remains your data. TechForce Robotics does not sell or share customer data. Organizations may choose secure USA-based cloud infrastructure or on-premises deployment configurations, maintaining ownership and control of procedures, records, workflows, schedules, and operational data.

Pharmaceutical and Clean Room Use Cases

•  Sterile Injectable Manufacturing Facilities
•  Pharmaceutical Manufacturing Facilities
•  Biopharmaceutical Manufacturing Facilities
•  OEB-5 Environments
•  cGMP Operations
•  Electronic Batch Record Workflows
•  Manufacturing Documentation Processes
•  Quality Assurance Operations
•  Clean Room Operator Support
•  SOP Delivery and Workflow Guidance
•  Manufacturing Workflow Coordination
•  Regulated Production Environments

Kebb-ai™ Specifications

Interaction

Voice-first operator interface

Capabilities

SOP delivery, workflow guidance, documentation support

Connectivity

Air-Gap or Wi-Fi capable. Software updates included

Platform Integration

Robotic Connective Network and PDAOAI™ platform integration

Environment

Clean room and regulated manufacturing environments

Deployment Model

Subscription-based via TechForce RaaSP

Support

USA-based software and operations team

Simple, Flexible, and Fully Managed

Kebb-ai™ is delivered through TechForce’s Robotics-as-a-Service Provider (RaaSP) model.

Limited upfront costs. No onsite technical team required. No surprise costs.

The subscription includes robot hardware, software, deployment, training, maintenance, and USA-based support in one predictable monthly fee.

Designed, Developed, and Supported in the United States

Robot Hardware & Software Updates
Facility Mapping, Deployment & Setup
Staff Training, Maintenance & Repairs
USA-Based Support & System Management

Frequently Asked Questions

01
What is Kebb-ai™?
Kebb-ai™ is a voice-driven clean room operator interface robot designed to assist operators with SOP access, workflow guidance, manufacturing documentation, and operator interaction within regulated environments.
02
Can Kebb-ai™ support clean room operators?
Kebb-ai™ is designed to support operator interaction, workflow guidance, and documentation activities within clean room and pharmaceutical manufacturing environments.
03
Can Kebb-ai™ provide voice-guided SOP delivery?
Kebb-ai™ is designed to provide voice-guided access to approved procedures and workflow instructions within regulated environments.
04
What is the Robotic Connective Network?
The Robotic Connective Network is TechForce Robotics’ connected technology platform designed to support communication, coordination, and information exchange across autonomous robotics systems, software platforms, operational workflows, and artificial intelligence technologies.
05
What is PDAOAI™?
PDAOAI™ is Oncotelic Therapeutics’ artificial intelligence platform designed to support automation and intelligent operational initiatives.
06
What is Robotics-as-a-Service (RaaSP)?
Robotics-as-a-Service Provider (RaaSP) is a subscription-based deployment model that provides robotics hardware, software, deployment, maintenance, training, updates, and ongoing support through a predictable monthly fee.
07
Who owns the operational data generated by the system?
TechForce Robotics believes organizations should maintain control of their operational data. Your data remains your data. TechForce Robotics does not sell or share customer data.

Explore Kebb-ai™ for Your Manufacturing Workflows

See how voice-driven operator interaction, workflow guidance, and electronic batch record support may fit within your manufacturing environment.

A Platform Built for Movement
TIM-E is designed to handle the repetitive, time-consuming task of moving items across facilities—so staff don’t have to.Instead of deploying separate solutions for luggage, linens, trash, or supplies, TIM-E provides a flexible foundation that can be configured for different jobs as operational needs change.This is automation designed to scale with your environment.
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Robotics-as-a-Service Provider

TIM-E is not purchased and left behind—it is deployed, supported, and continuously managed.
The RaaSP subscription model includes:

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Autonomous robotic platform

Interchangeable attachments
Software, navigation, and updates
Monitoring, maintenance, and support
Fully Managed Robotics-as-a-Service (RaaSP)
TIM-E is not purchased and left behind—it is deployed, supported, and continuously managed.
The RaaSP model includes:
Autonomous robotic platform
Interchangeable attachments
Software, navigation, and updates
Monitoring, maintenance, and support
No fragmented vendors.
No on-site IT burden.
No ownership risk.

You focus on operations. TechForce manages the robotics.
Modular Attachments. Real Use Cases.
Trash Bin
Reliable transport of waste and recyclables throughout facilities, supporting cleaner environments and consistent service routines.
Linen Cart
Automates the movement of clean or soiled linens across hotels, hospitals, and care facilities—reducing staff strain and improving back-of-house efficiency.
Housekeeping Cart
Moves housekeeping supplies, amenities, and essentials across floors and departments—helping teams stay stocked without repeated trips.
Luggage Cart
Autonomous transport of luggage and personal items to support arrivals, departures, and internal movement across hospitality, transportation, and institutional facilities.
Chair & Event Cart
Mobile service for seated guests, lounges, events, and activations—bringing items directly to people without disrupting shared spaces.
Concession Cart
Mobile delivery of food, beverages, or merchandise across event spaces, arenas, and high-traffic venues where fixed points limit service reach.
Locked Cart
Secure transport for sensitive, valuable, or restricted items—ideal for healthcare, government, and institutional environments where access control matters.
One Platform. Long-Term Flexibility.
TIM-E isn’t a single-use robot.It’s a long-term automation platform that adapts as your operational needs evolve—without requiring a full reset of your technology strategy.
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Ready to Put Things in Motion?
If moving items is slowing your operation or pulling staff away from higher-value work, TIM-E provides a smarter, more flexible way forward.

Deploy one platform.
Adapt with attachments.
Scale automation where it matters most.

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