Why coorvid
The difference is in
how we work.
Our advantages are not claims about being better. They are descriptions of specific practices that produce different outcomes.
← Back to HomeWhat you can expect from us
Domain-Specific Training
Every model is trained on your data and your domain — not adapted from generic pre-trained systems. The specificity shows in performance.
Candid Counsel
If we do not believe AI is the right tool for your problem, we say so. Our reputation depends on giving you an accurate picture.
Usable Deliverables
We deliver API endpoints, documented models, and visual dashboards — not just presentations. You leave with something your team can operate.
Pre-Agreed Benchmarks
Success criteria are defined before work begins, not after results are in. This removes ambiguity and gives both parties clear ground to stand on.
Plain-Language Outputs
Technical results are translated into language your leadership can use. We write for people who need to make decisions, not for people who built the model.
Low-Commitment Entry
Our Proof-of-Value engagement offers a defined, bounded way to explore AI without committing to a large contract before you have evidence of fit.
Professional Expertise
Our practitioners have worked in applied AI for over a decade, across financial services, manufacturing, logistics, and retail in the Hong Kong and regional context. We understand both the technical landscape and the organisational conditions that determine whether AI projects succeed.
- Deep experience across computer vision and predictive analytics
- Familiarity with data environments in Hong Kong enterprises
- Academic connections within the Science Park research community
Technology & Innovation
We work with current approaches in deep learning, classical machine learning, and data engineering — selecting methods based on what is appropriate for your data and your problem, not what is fashionable.
- Model selection based on evidence, not trend
- Integration with existing systems via documented APIs
- Infrastructure choices that your team can maintain
Client Service Excellence
Every engagement has a named client partner who attends all milestone reviews, is reachable throughout the project, and is responsible for the quality of what we deliver. You are not managing multiple contacts across a large organisation.
- Single point of contact for each engagement
- Structured progress reviews with written summaries
- Responsive to questions throughout the engagement
Value & Pricing
Our pricing reflects the scope of what we deliver, not a multiplier on time spent. Fixed-scope engagements give you cost certainty from the outset. The Proof-of-Value option allows you to test AI at a modest investment before committing to a larger project.
- Transparent, scope-based pricing in HKD
- No hidden fees or out-of-scope additions without agreement
- Proof-of-Value entry from HK$3,200
Results & Outcomes
We measure success against the criteria agreed at the start of each engagement. Where results fall short, we say so clearly and discuss what it means for next steps. Where they are strong, we provide the evidence in a format you can share internally.
- Outcome evaluated against pre-agreed benchmarks
- Results documented in plain-language reports
- Candid scaling recommendations based on evidence
Typical providers vs. our approach
The differences below reflect choices we have made deliberately, not features added to a list.
| Feature | Typical Providers | coorvid |
|---|---|---|
| Model training approach | Adapt general-purpose pre-trained models | Train on your data and domain from the ground up |
| Project scoping | Defined after initial meetings, subject to change | Written scope agreed before work begins |
| Success criteria | Assessed at delivery, often informally | Benchmarks agreed before development starts |
| Reporting style | Technical documentation aimed at developers | Plain-language reports for decision-makers |
| Data retention | Variable; often used for model improvement | Not retained beyond the agreed engagement |
| Entry point | Typically full project commitment required | Proof-of-Value option from HK$3,200 |
| Fit assessment | Rarely advised against a project | Will recommend against a project when warranted |
Distinctive to coorvid
The Negative Result Policy
We are the only provider we are aware of who formally includes a negative result as a valid and expected outcome of a Proof-of-Value engagement. If the evidence does not support scaling, we say so — clearly, in writing, with our reasoning.
Maintainability by Design
We build with your team's long-term ownership in mind. Documentation standards, infrastructure choices, and handover sessions are part of every engagement — not optional extras.
Hong Kong Context Fluency
We understand local data environments, regulatory considerations, and the specific mix of legacy systems and modern infrastructure common in Hong Kong enterprises. This context shapes every project we take on.
Named Partner Accountability
A senior practitioner is named on every engagement and accountable for its delivery. You know who to speak to, and that person has skin in the outcome.
Milestones and acknowledgements
Clients served
Years operating in HK
Engagement satisfaction rate
HKSAR InnoTech Fund supported projects
HKICT Award Finalist 2024
Recognised in the AI category at the Hong Kong ICT Awards for our work in industrial image classification.
ISO 27001 Aligned Practices
Our data handling and information security practices are aligned with ISO 27001 standards for client data protection.
Science Park Tenant
Based at Hong Kong Science Park since 2020, with access to shared research infrastructure and professional networks.
Ready to explore what's possible?
Start with a conversation. We'll listen to your situation and let you know whether we think we can help — and in what way.
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