What we build and how we build it
Three AI services, each with a fixed scope and a fixed price. We describe them plainly, including what they do not cover, so you can decide whether they fit your situation before contacting us.
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Computer Vision Tooling for Inspection
A targeted vision-based tool for visual inspection in industrial, logistics, or hospitality contexts — counting items, identifying defective units, or flagging unusual conditions in image feeds. The build begins with a careful conversation about what the human operator currently does, where they need help, and where they prefer to remain in control. We then collect or label a small image dataset, build a model, measure its performance candidly, and deliver the tool with the human operator firmly in the loop.
What is included
- Initial scope conversation to define the inspection task
- Image dataset collection support or labeling guidance
- Model build and training on agreed dataset
- Performance evaluation on held-out test set
- Handover with written performance and limit documentation
Process steps
- Scope conversation — understand the inspection task and operator workflow
- Dataset definition — agree what images are needed and how to source them
- Data collection and labeling — with your team or independently
- Model training and internal evaluation
- Client review session — show the results, including failures
- Delivery with documentation
Conversational Interface for Internal Use
A constrained chat interface for internal teams — built on top of the client's own documents, with retrieval and citation, so users can see where the answers come from. We work with the client to define what the interface will and will not respond to, and we build refusal behaviors carefully. The system is reviewed quarterly with the team for the first year, and we document its limits honestly so users know what to expect.
What is included
- Document indexing — up to 500 pages of client documents
- Retrieval-augmented generation with visible citations
- Scope definition — what the interface responds to and refuses
- Four quarterly review sessions in year one
- Written limit documentation for end users
Process steps
- Document intake — receive and review client documents
- Scope definition — agree response boundaries and refusals
- Indexing and retrieval setup
- Interface build and internal testing
- User acceptance review with client team
- Delivery and limit documentation
- Quarterly reviews (months 3, 6, 9, 12)
Two-Hour Architecture Review
A two-hour review session with the client's technical leadership, focused on a planned or in-progress AI-related project. We come prepared by reading the architecture documents the client shares in advance, ask candid questions, raise concerns we have, and follow up with a brief written note containing the points we believe deserve further consideration. The session is held in person or by video.
What is included
- Pre-session review of architecture documents you share
- Two-hour review session — in person in Dubai or by video
- Candid questions and concerns raised during the session
- Written follow-up note within five business days
- Session can be conducted in English or Arabic
How it runs
- You share architecture documents (up to 50 pages) in advance
- We review them and prepare questions
- Two-hour session — we ask questions, raise concerns, discuss alternatives
- Written note with points we believe deserve attention (within 5 business days)
Which service fits your situation?
If you are unsure, the architecture review is the lowest-risk starting point. It helps us both understand whether a larger engagement makes sense.
| Feature | Vision Tooling | Chat Interface | Architecture Review |
|---|---|---|---|
| Works with image data | — | ||
| Works with document data | |||
| Includes a built system | |||
| Includes ongoing sessions | |||
| Good starting point for new AI plans | |||
| Price (AED, fixed) | 3,650 | 2,400 | 540 |
All prices are fixed for the described scope. VAT at 5% applies where applicable under UAE law.
Protocols that apply to every engagement
Data used only as agreed
Client data is not shared across projects or used to train models outside the agreed scope.
Written scope before work starts
No engagement begins without a written scope document agreed by both parties.
Held-out test evaluation
Performance is measured on data the model has not trained on. Results are reported including the failure cases.
Limit documentation in every delivery
Every system comes with a written document stating what it handles and what it must not be used for.
Human control at decision points
Systems are designed so operators can intervene, override, or stop at the point their judgment matters.
Direct team access throughout
You communicate with the people doing the work. No account management layer between you and the engineers.
Fixed-scope pricing in AED
Computer Vision Tooling
- Dataset labeling support
- Model training and evaluation
- Written limit documentation
- 8–10 week timeline
Conversational Interface
- Up to 500 pages of documents indexed
- Visible citations for all answers
- 4 quarterly reviews in year one
- Written limit documentation
Architecture Review
- Pre-reading of your architecture docs
- 2-hour session in person or by video
- Written follow-up note within 5 days
- Available in English or Arabic
Prices are fixed for the described scope. VAT at 5% applies where applicable under UAE Federal Tax Authority regulations.
Not sure which service fits? Tell us what you are working on.
We will read the description and let you know which service applies, or whether your situation would need something outside our current scope.
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