ModelShifts
AI Implementation & Delivery Partner

Deep expertise.
Working AI.

We build document AI, connected workflows and custom AI systems. From the first technical decision to integration and handover, ModelShifts is your development and delivery partner.

Discuss your project Explore what we deliver

One team, from technical direction
to development and delivery.

MODELSHIFTS / FIELDNOTES
M↗Document deskINTERACTIVE DEMO
NORTHLINE SUPPLY CO.
Invoice INV-0248
Issued 11 Sep 2026
Payment due 25 Sep 2026
Onboarding equipmentSGD 1,200.00
Delivery & installationSGD 180.00
Total dueSGD 1,380.00
SAMPLE DOCUMENT
REVIEW QUEUE / 01

From page
to your system.

Supplier—
Invoice—

Ready to process a sample invoice.

Sample data · Local demonstration

Explore a working interface. See the delivery behind it.

AGENTS & WORKFLOWSDOCUMENT AICOMPUTER VISIONCUSTOM INTEGRATIONS
01 / WHAT WE DELIVER

AI that moves
your business forward.

From documents to decisions, from a manual task to a connected workflow. We design, build and integrate the complete system.

DOCUMENT AI
M↗Document deskINTERACTIVE DEMO
NORTHLINE SUPPLY CO.
Invoice INV-0248
Issued 11 Sep 2026
Payment due 25 Sep 2026
Onboarding equipmentSGD 1,200.00
Delivery & installationSGD 180.00
Total dueSGD 1,380.00
SAMPLE DOCUMENT
REVIEW QUEUE / 01

From page
to your system.

Supplier—
Invoice—

Ready to process a sample invoice.

Sample data · Local demonstration

Documents in.
Usable data out.

Turn PDFs, forms and business records into structured information that your team can review and your systems can use.

  • Document ingestion, classification and extraction
  • Validation, source references and human review
  • Search, APIs and business-system integration
Discuss your document process ↗
WORKFLOW & AGENTS
M↗Community operationsINTERACTIVE DEMO
RESIDENT ENQUIRYAL

A place to live.
A place to work.

“I'm relocating from Singapore. Could I view a studio with a workspace next week?”

2 residents · Studio · Viewing request
OPERATIONS QUEUE
  1. 01
    Enquiry capturedContact & preferences
  2. 02
    Profile preparedCRM record & document checklist
  3. 03
    Team reviewAvailability & viewing slot
  4. 04
    Follow-up preparedAppointment & welcome pack

Ready to route a sample enquiry.

Sample data · Concept workflow

Less manual work.
More connected systems.

Connect intake, decisions and actions across the tools you already use, with AI where it helps and people where judgment matters.

  • Process design, agents and tool connections
  • Approval steps, exception handling and retries
  • Monitoring, evaluation and operational handover
Discuss a workflow ↗
Explore the community operations concept Enquiries → onboarding → resident services ↗
BUILT TO FIT YOUR OPERATIONS

Code, integrations, evaluation and documentation — delivered together.

02 / SYSTEMS IN PRACTICE

Different environments.
Complete systems.

Computer vision, multimodal AI and industrial integration: a closer look at the technical work behind our delivery approach.

SkyEye manufacturing equipment and inspection system overview01 / Industrial vision
ASMPT

Inspection, connected to the factory.

Chip inspection connects image acquisition, defect detection and manufacturing equipment in one workflow.

Chip inspection · Edge AI · Equipment integration
Desay SV smart cabin product image02 / Automotive AI
Desay SV

Perception beyond a single sensor.

Autonomous-driving perception brings together 3D understanding, multiple sensors and the constraints of vehicle systems.

3D perception · Sensor fusion · Applied AI
Aerial image with vehicle detection annotations from existing project material03 / Aerial intelligence
KLASS Engineering

A new perspective on inspection.

Drone video analysis connects visual learning with infrastructure inspection and monitoring.

Drone video · Self-supervised learning · Inspection
FreeFuse project image04 / Generative experiences
FreeFuse

Bring voice and visual identity together.

Digital twins and voice synthesis bring multiple AI components into an interactive experience.

Digital twins · Voice synthesis · Multimodal AI
ACROSS INDUSTRIESApplied intelligence, in context.
Esri logo
Geospatial
OSI Systems logo
Security
YITU Technology logo
AI platforms
AnimalEyeQ logo
Intelligent farming
03 / HOW WE CAN WORK TOGETHER

Start where
your project is.

A focused engagement, shaped around the problem. Clear scope, useful progress and something your team can take forward.

01

Assess
& unblock.

For an existing AI project that is stuck, unreliable or hard to take forward.

  • Technical diagnosis
  • Targeted fixes and evaluation
  • A practical implementation plan
Discuss a challenge
02

Build
& integrate.

For a defined opportunity that needs experienced hands to turn it into a working system.

  • AI feature development
  • Workflow and system integration
  • Validation and handover
Discuss a build
03

Join
your delivery.

For agencies and software teams that need senior AI expertise within an ongoing project.

  • Architecture and implementation
  • Technical review and troubleshooting
  • Collaboration with your team
Discuss a partnership
04 / THE WAY WE WORK

Clarity at every step.

You should know what is being built, how it is being evaluated, and what happens next.

  1. 01

    Scope

    Agree the problem, constraints and a useful definition of done.

  2. 02

    Build

    Develop the core system and integrate it with the workflow.

  3. 03

    Validate

    Evaluate quality, reliability and the cases that need attention.

  4. 04

    Handover

    Deliver code, documentation and the knowledge to take it forward.

05 / THE PARTNERS

Your partners
in delivery.

Led by Dr. Yuxin, our founding partners work directly with clients on technical direction, development and delivery. You work with the people responsible for getting the system built.

Dr. Yuxin, Managing PartnerMANAGING PARTNER

Dr. Yuxin

Company leadership & delivery partnerships

Computer vision, machine learning and applied AI. Leads ModelShifts and works with clients to shape the technical direction and delivery of each engagement.

Research profile ↗
Dr. Yanchao Li, Founding PartnerFOUNDING PARTNER

Dr. Yanchao Li

Engineering & AI systems

Large language models, multimodal learning and trustworthy AI. Brings a systems perspective to model development and integration.

Research profile ↗
Dr. Siyuan Zhou, Founding PartnerFOUNDING PARTNER

Dr. Siyuan Zhou

Research & connected systems

Robotics, IoT and cyber-physical systems. Connects research in intelligent systems with applications in the physical world.

Research profile ↗
RESEARCH DEPTH, SHARED.

Complementary expertise. Direct access to the people shaping and building your system.

06 / BLOG & INSIGHTS

Notes from
the work of building.

Explore all articles ↗
LET'S PUT IT TO WORK

What are
you building?

A new idea, a difficult integration, or a project that needs a way forward. Start with a conversation.

Tell us what you want to achieve, where the project stands and your preferred timeline.

Open your email app ↗

Prefer to talk it through?Book a 30-minute conversation ↗