Consistency that holds
Carefully engineered datasets help models preserve the identity, terminology, structure or signal that matters across real-world outputs, not just the lucky ones.
SIMWIDE Lab
WIDE di D. Papa · Naples · Italy
Your data. Your model. Built for the job.
Purpose-built data. Better models.
From identity-consistent characters to scientific and domain-specific datasets, we prepare data and adapt models around a defined objective. Dataset curation, LoRA training, fine-tuning and deployment-oriented optimisation are handled directly by one engineer from scope to delivery.
Character reference courtesy of æ Aeonian Engineering Limited, Hong Kong.
Why it matters
Consistency is the hard part. It is also the whole point.
One engineer, start to finish
No account manager relaying instructions to an offshore team. The person who scopes your project trains it and delivers it.
Built on real infrastructure
SIMWIDE Lab runs on the same engineering discipline behind the WIDE ecosystem, in production since 1999.
Pricing
Fixed-scope tiers, no hourly guesswork
Every job is priced by scope, not by the hour, so you know the cost before work starts. Exact pricing is confirmed at the quote stage. Beyond characters and creative assets, we build datasets for scientific, technical and domain-specific applications, including research imagery, engineering data, specialist terminology, structured knowledge and other material requiring careful curation and consistency.
Visual
Diffusion-based image and video models for characters, products, brands, technical imagery and domain-specific visual datasets.
e.g. a mascot that stays on-model across every post, consistent product imagery, or a curated visual dataset for technical or research applications.
Language
Transformer-based text and language models. Domain terminology, specialist knowledge, structured datasets and custom assistants.
e.g. a support assistant grounded in product knowledge, a specialist terminology corpus, or structured research and technical material prepared for adaptation.
Edge
Compact models for on-device and IoT deployment, with quantisation and optimisation for local inference and privacy-sensitive environments.
e.g. inference that runs on the device itself, no cloud round-trip, no data leaving EU infrastructure.
Single Concept
From €350
One character or style, locked in. Dataset ready and clean, up to 30 source images. Delivery in 5-7 days.
Get a quoteMulti-Concept
From €650
Up to 3 concepts that need to move together, with revisions included. Dataset ready and clean. Delivery in 7-10 days.
Get a quoteCustom / Institutional
From €1,500
Dataset sourcing, cleaning, structuring and model adaptation for technical, scientific, enterprise and institutional applications, with documentation and reproducibility requirements agreed at project scope.
Get a quoteTier pricing applies to commonly used base models and standard training requirements. Larger or unusually compute-intensive target models may require additional infrastructure and are quoted separately. Tell us your target model when you get in touch and we will confirm the exact scope and price before work starts.
Add-ons
- Dataset incomplete or requires cleaning+€150 · min. 7 extra days
- JSONL dataset built from scratch (text / LLM adapters)+€200
- Compute-intensive or specialised target modelquoted separately
All prices exclude VAT and applicable taxes. Revisions beyond the included scope, additional dataset sourcing and extended documentation are quoted separately.
Have a dataset or model objective that needs a reliable result?
Tell us about it
Process
From brief to evaluated deliverable
1. Scope
You describe the model objective, dataset, character, style or domain requirement. We confirm scope, target model, deliverables and timeline before any work begins.
2. Source material
You provide reference material and, where applicable, source data. Requirements are confirmed at scoping stage.
3. Training
The dataset is prepared and the model or adapter is trained, adapted and evaluated against the agreed objective before delivery.
4. Prove it, then deliver
You see the result working in a private 30-minute validation session before final payment. We test the model or adapter against the agreed objective. Once approved and paid, the deliverables are transferred to you.
We do not ask you to trust a training report or take performance on faith. Before delivery, you see your model or adapter working with your use case, your material and the agreed test conditions. If it meets the brief, you approve it, complete payment and receive the deliverables. SIMWIDE Lab does not host the model or provide inference to your users.
Questions
Before you send the brief
Is this only for characters and creative AI?
No. Character consistency is one visible use case. We also prepare datasets and adapt models for scientific, technical, language, engineering and edge applications.
Can we see the result before delivery?
Yes. Each project includes a private validation session of up to 30 minutes. You evaluate the deliverable against the agreed scope before final payment and transfer.
Do you host or operate the model?
No. We train, adapt and validate privately for the client. We do not provide public inference or ongoing model hosting unless it is expressly agreed as a separate service.
How long do you keep project material?
Working material, checkpoints and validation outputs are deleted 30 days after delivery unless paid extended retention or a binding legal preservation requirement applies.
Is the prepared training dataset included?
Your source material remains yours. A dataset created or substantially reconstructed by SIMWIDE Lab is delivered only when expressly included and separately priced in the accepted scope.
What corrections are included?
Up to three corrections are included where the result materially differs from the agreed scope. Preference changes or new requirements are quoted separately.
Contact
Email
Tell us about your project.
Share the objective, available data and rough timeline of your project and we will confirm the appropriate dataset, adaptation and delivery scope.
Entity
WIDE di D. Papa -Naples, Campania, Italy
info [at] simwide.com