Multilingual training data
Prompts, responses and conversations written natively, not machine-translated.
Multilingual GenAI with native-speaker data
Improve multilingual LLM performance with diverse, accurately labeled datasets, for culturally aware AI that scales globally.
- Native speakers & linguists
- Low-resource & regional languages
- Cultural & safety review
multilingual_eval.jsonlreview
Native-speaker review · illustrative
- English
Your package will arrive tomorrow between 9 and 11 am.
approved - Bangla
আপনার পার্সেলটি আগামীকাল সকাল ৯টা থেকে ১১টার মধ্যে পৌঁছাবে।
approved - Spanish
Su paquete llegará mañana entre las 9 y las 11 de la mañana.
approved - Arabic
سيصل طردك غدًا بين الساعة 9 و11 صباحًا.
approved - Hindi
आपका पैकेज कल सुबह 9 से 11 बजे के बीच पहुँचेगा।
approved
illustrative examplesample data
Multilingual services
Built with native speakers
We work with native speakers and linguistic experts to source, translate and annotate data, with quality control for cultural accuracy, tone consistency and meaning across languages.
Translation & localization review
Translations checked for meaning, tone and cultural fit by native linguists.
Low-resource languages
Custom collection pipelines for regional and underserved languages.
Cultural & safety review
Outputs reviewed for local norms, dialects and offensive or inaccurate content.
Multilingual evaluation
Model outputs rated per language so you can see where performance drops.
Native review
Judged by native speakers, not machine translation
Every language is written or reviewed by native speakers who check meaning, tone and cultural fit, not just grammar.
- Native writers per language
- Cultural and safety review
- Per-language quality scores
Source (English)
Sorry for the wait! Your refund is on its way.
Machine translation (Spanish)
¡Perdón por la espera! Su reembolso está en su camino.
Literal phrasing reads unnaturally
Native review
¡Perdón por la espera! Su reembolso ya está en camino.
Natural, matches brand tone
Use cases
Where teams put this data to work
Multilingual chatbots
Native conversation data so assistants sound natural in every market.
Localization QA
Review of machine-translated output for meaning, tone and cultural fit.
Low-resource languages
Collection and annotation for languages with little public data.
Per-language evaluation
Human ratings that show where your model's quality drops by language.
How we work
From pilot to production
We scope languages and dialects with you, recruit native speakers for each, calibrate on a pilot set and scale with per-language QA.
- Step 01
Consult
We review your data, edge cases and success criteria, then write annotation guidelines with you.
- Step 02
Annotate
A trained team labels a pilot batch, following the agreed guidelines to the letter.
- Step 03
Calibrate
You review the pilot. We fold your feedback into the guidelines before scaling up.
- Step 04
Multi-layer QA
Every batch passes peer review, expert QA and automated checks before it leaves us.
- Step 05
Deliver
Labels ship in your format on your schedule, ready to drop into training.
Quality pipeline
Five checkpoints between raw data and your model
98%+
Accuracy guarantee
- 01AnnotatorLabels against your guidelines
- 02Peer reviewA second annotator reviews the work
- 03Expert QASenior reviewer samples and corrects
- 04Automated checksRules catch missing or invalid labels
- 05Client sign-offYou approve before final delivery
Results
Quality you can measure
- Accuracy guarantee
- 98%+Accuracy guarantee
- Returning clients
- 96%Returning clients
- Cost reduction
- 2.5xCost reduction
- Projects completed
- 200+Projects completed
“Our fashion AI model required pixel-level segmentation across 72 garment categories, and Intellisane AI handled it flawlessly. They quickly adapted to our complex annotation guidelines and delivered consistent, high-quality labels at scale. Their domain focus, speed, and attention to visual detail were exactly what we needed.”
Valerio Colamatteo
Sr. AI Scientist & Team Lead, MindEarth
Related
For global chatbots, voice agents, content localization and inclusive AI products.
FAQ
Questions, answered
Something else on your mind? Email sales@intellisane.ai.
Get started
Let's scope your project
Tell us about your data. We'll come back with a plan and a free pilot batch so you can see the quality first.