Computer vision advantages

Why Synthari

BUILT
DIFFERENTLY.
ON PURPOSE.

The advantages of working with Synthari come from how we work — not from marketing claims about our technology stack.

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Core Advantages

WHAT YOU GET
WITH SYNTHARI

DATA AUDIT BEFORE COMMITMENT

We review your image or video data before agreeing to any development scope. You get an honest assessment of whether your data supports the system you're considering.

DOCUMENTATION YOUR TEAM CAN USE

Every delivery includes plain-language documentation — integration guides, performance notes, and retraining procedures written for operations staff, not engineers.

COLLABORATIVE CLASS DEFINITION

Detection categories and tolerance thresholds are defined together with your operations team — because they understand the domain better than any external developer.

SINGAPORE-BASED THROUGHOUT

On-site visits, in-person workshops, and direct communication — the team you scope with is the team that delivers. No offshore handoffs, no timezone gaps mid-project.

TRANSPARENT PERFORMANCE BOUNDS

We document what the model does well and where it struggles. Knowing the boundaries of performance is as important as knowing the headline accuracy figure.

INDEPENDENCE AFTER DELIVERY

The goal of every engagement is to leave you capable of maintaining and retraining the system yourself. We succeed when you no longer need us for routine operations.


01 / Expertise

INDUSTRIAL CV
EXPERIENCE

Our team has spent years working specifically in the intersection of computer vision and industrial operations — manufacturing lines, logistics handling, and facilities inspection in Singapore's built environment. This isn't generalised machine learning work brought sideways into your industry.

  • Object detection under variable Singapore industrial lighting conditions
  • Visual inspection for SME production environments with mixed product SKUs
  • Feasibility review methodology developed over 40+ client engagements

Track Record

Engagements completed 40+
Years active in Singapore 3+
Scoping pilots that proceeded to full build 72%
Delivered on agreed scope and timeline 100%

Technology Approach

Model selection based on your data volume and inference requirements — not vendor preference
Training pipelines designed to run on hardware your team already has access to
Output formats compatible with standard data systems and operator dashboards
No proprietary lock-in — all models delivered in open, documented formats

02 / Technology

TOOLS CHOSEN
FOR YOUR CONTEXT

We select model architectures and training approaches based on what your specific environment and data require — not based on what's currently generating research attention. Newer isn't always better when the deployment target is a factory floor or a logistics bay.


03 / Service

ENGAGEMENT
DESIGNED FOR
OPERATIONS TEAMS

The people who will operate a computer vision system are rarely the same people who approved the purchase. We design our engagement process to include the operators, supervisors, and quality staff who interact with the system daily — from class definition to final handover sessions.

  • Kickoff workshops structured for mixed technical and non-technical teams
  • Documentation written without assumed technical background
  • On-site calibration sessions at your facility

How We Communicate

Project updates are provided weekly via a written brief — no lengthy meetings without agendas. Decisions are documented and confirmed before we act on them.

When we encounter a constraint or uncertainty mid-project, we raise it immediately with a proposed approach. We don't wait until delivery to surface problems.

At handover, we run a session with the people who will use the system — not just the project sponsor — to ensure operational knowledge transfers correctly.


What's Included

Data review and feasibility assessment at project start
Class definition workshop with your team
Trained model in agreed delivery format
Integration documentation
Performance benchmark report with known limitations
Retraining guide for future maintenance
Calibration or handover session (in-person or remote)

04 / Value

FIXED SCOPE.
CLEAR PRICE.
REAL HANDOVER.

Our engagements are priced as defined deliverables — not as consulting retainers that expand in scope. You know what you're getting, what it costs, and when you'll have it, before any work begins.


05 / Results

SYSTEMS THAT
STAY IN USE

A computer vision system that gets shelved six months after delivery isn't a success — even if the model accuracy was technically good. We measure outcomes by whether the system is still operating and delivering value a year later.

  • Designed for the actual operating environment, not an ideal test setup
  • Configured to your team's tolerance for false positives
  • Handover includes plans for handling environmental change over time

Outcome Focus

Our Scoping & Pilot engagement exists specifically to prevent poor outcomes. When the conditions for a successful computer vision deployment aren't present, we say so — before you invest in a full build. That's not a sales tactic. It's how we protect the project's chance of working.

For teams where the conditions are right, the full build process is structured to produce something that works in your environment on day one, not after months of post-delivery adjustment.


How We Compare

TYPICAL VENDORS
VS SYNTHARI

Not a disparagement — just an honest account of what most teams encounter, and how our approach differs.

Typical Providers

Pre-trained models applied without data review
Technical documentation not written for your team
Class definitions assumed, not co-developed
Performance claims without clearly stated limitations
Post-delivery adjustments billed separately
Offshore delivery with limited on-site availability
No guidance on long-term model maintenance

Synthari's Approach

Data audit before any scope is agreed
All documentation written for operations staff
Classes defined in workshops with your team
Performance bounds documented alongside headline figures
Fixed-scope pricing with defined deliverables
Singapore-based team available on-site throughout
Retraining guide included with every delivery

Distinctive Features

WHAT MAKES
SYNTHARI DIFFERENT

WE ADVISE AGAINST BAD FITS

Our Scoping & Pilot engagement is designed to tell you when computer vision is not the right approach — before you've spent significant time or budget. This is an unusual thing for a service provider to offer, and we mean it.

JOINT KNOWLEDGE BUILDING

We treat every engagement as a knowledge transfer, not just a delivery. Your team should understand how the system works, what its limits are, and how to maintain it — because that knowledge stays with you long after the project closes.

NO PROPRIETARY LOCK-IN

Deliverables use open model formats. You can take the output of any Synthari engagement and continue development independently, or with another team — no dependencies on our platform or tooling.

SINGAPORE SCIENCE PARK BASE

Proximity to Singapore's technology and research ecosystem — useful when projects benefit from access to domain expertise, testing infrastructure, or academic collaboration.

WRITTEN APPRAISALS, ALWAYS

Every engagement produces a written feasibility or performance appraisal. Verbal assurances don't travel well through organisations. Written documentation does.

OPERATIONS-FIRST DESIGN

Systems are configured for the people who will use them daily — operators and supervisors, not just data engineers. Outputs, thresholds, and alert behaviours are designed with operational workflow in mind from the start.


Recognition

MILESTONES &
CREDENTIALS

SGInnovate Programme Partner

Deep tech ecosystem · 2024

IMDA-Recognised AI Vendor

Infocomm Media Development Authority

PDPA Compliant Operations

Data handling certified · Singapore

40+ Completed Engagements

Across manufacturing, logistics, facilities

Enterprise Development Grant Aligned

EDG-eligible technology projects

Science Park Research Affiliate

1 Science Park Road · Singapore


Next Step

THE ADVANTAGES
ONLY MATTER
IN PRACTICE

The clearest way to understand how we work is to start a conversation. Tell us about your use case, and we'll be direct about what we can do — and what we can't.

Start a Conversation