Test the corpus
Evaluate retrieval and drafting across the languages the team actually uses.
Model decision / Qwen
Qwen is a multilingual option when the corpus crosses languages.
Qwen's open-weight family is worth evaluating for teams with multilingual documents, Asian-market sources, or technical content. We review the current variant, licence, hardware, and quality before deployment and keep the data path on the client's side.
MultilingualOpen-weight modelAsian-market fitClient-owned path
Pattern demonstration / same workflow, synthetic material
Fixed-scope setupClient-owned accountsDraft-and-review firstFull handover
When Qwen makes sense
Language coverage is the real signal.
A model that handles the source language well can make retrieval and drafting dramatically better for a team with multilingual records.
Match the task
Compare quality, speed, and hardware for the documents and outputs.
Document the boundary
Sources, retrieval, permissions, and logs stay in the client's environment.
The Qwen boundary
Model choice does not replace language review.
Current terms win
The current licence and allowed use are confirmed before deployment.
Multilingual needs testing
The model is evaluated on the team's real languages and document types.
Human review stays final
Translation, legal, and professional review remain with qualified people.
A first Qwen decision
Start with the language set, then the task.
Name the languages
List the source and output languages the workflow must handle.
Review the model
Confirm the current variant, licence, hardware, and quality against the task.
Build the grounded setup
Connect the client-owned corpus, retrieval, citations, and permissions.
Test and hand over
Run real multilingual questions, fix gaps, and deliver the runbook.
Qwen matters when the language is the workflow, not just the label.
Why trust Pristine3D?
We build and operate production software.
Pristine3D Ltd builds and operates live digital products, and we run private AI workflows internally as part of our own operations. We scope around your real workflow: the documents you own, the questions your team asks, and the access boundary you approve. Based in Lagos, Nigeria, we work remotely with clients worldwide.
We already run live products
Based in Lagos, Nigeria, Pristine3D currently builds and operates smartcards.ng, venu.ng, photoshoot.ng, and ugc.ng in production.
We start with the actual workflow
One input, one output, one test set, and one person who owns the result. We scope a real workflow instead of a transformation programme.
The boundary stays visible
Cloud, model, storage, and messaging accounts stay in your name. The chosen data path, access rules, test record, documentation, and training are part of the agreed scope.
Pricing / fixed scope
Know the starting numbers before you ask.
The final quote follows the workflow. Infrastructure and model bills stay on your accounts.
One Workflow
Starting from$3,500 / ₦2.5m
2 to 3 weeksOne workflow for a small team, with training and handover.
See the one-workflow packageFirm-wide
Starting from$7,500 / ₦8m
4 to 6 weeksMultiple sources, roles, integrations, and admin handover.
See the deploymentAnnual support
Starting from$3,000 / ₦1.5m
per yearStandard care for one delivered workflow. Optional. Larger deployments and active monitoring are separately scoped.
See supportArchitecture review from $500. Standard annual support is $3,000 / ₦1.5m per year for one delivered workflow. New workflows, integrations, active monitoring, and infrastructure are separately scoped; infrastructure, model, storage, and messaging bills stay on client accounts. Full pricing and what changes the quote
Straight answers
Common questions.
Does Qwen support Chinese and Arabic?
Current variants offer multilingual coverage, but exact quality depends on the task. We test on the client's corpus before deciding.
Can it run locally?
Open-weight variants can, depending on size and hardware. We scope the smallest workable setup.
Can we switch later?
Yes. The corpus, index, and workflow stay portable.
Own your knowledge base
The model is not the product. The knowledge base is.
Documents, the retrieval index, access rules, and the workflows built around them are the asset, and they compound. We deploy so the knowledge base stays yours: on your accounts, in the environment you choose, under access rules your team defines. The model behind the answers is a connector, so the knowledge base moves with you, not with a vendor.
Your corpus, your index
The document store, metadata, and retrieval setup live on accounts you own. No vendor holds the corpus.
Models are swappable parts
Change the model provider, move regions, or go local without rebuilding the knowledge base or the workflow.
The knowledge base is the alpha
Every improvement to the corpus improves the answers, and the improvement stays with you, not with a vendor.
Keep exploring
Related setups.
Start with the languages
Which languages does the document set mix?
Tell us the languages, the task, and the hardware constraint. We will evaluate whether Qwen is the right fit.