What is Natural Language Annotation?
Natural language annotation is the key to unlocking human communication for machines. Our team carefully labels text and audio, transforming raw language data into a reservoir of insights for AI. We can identify and tag everything from sentiments and named entities to linguistic structures, creating the foundation of Natural Language Processing (NLP) models.
Natural Language Annotation Services
Aya Data offers a wide range of natural language annotation services to help you build high-quality datasets for your NLP projects. Our skilled annotation team, consisting of C1/C2 level linguists, provides expert annotations for various NLP tasks, ensuring your models are trained with accurate and contextually relevant data.
Named Entity Recognition
Named Entity Recognition (NER) identifies and classifies entities like names, organisations, and locations in text. Our team carefully labels each entity, enabling NLP models to extract structured data from unstructured text.
Sentiment Analysis
Sentiment analysis determines the emotional tone or opinion expressed in text, categorising it as positive, negative, or neutral. Our annotators carefully label text with appropriate sentiment, considering context and language nuances.
Audio/ Text Translation
We offer translation services for both audio and text, helping you reach diverse, multilingual audiences. Our team of native speakers and advanced linguists ensure accurate, culturally appropriate translations.
Reinforcement Learning from Human Feedback
RLHF (Reinforcement Learning from Human Feedback) is an advanced AI training method that integrates human input with machine learning. It enhances traditional reinforcement learning by incorporating human judgments, preferences, and ethical considerations. This approach helps AI models learn complex tasks, understand nuanced human expectations, and align more closely with social norms. RLHF is particularly valuable for tasks requiring sophisticated decision-making and ethical reasoning.
Why Use Aya for Your Natural Language Annotation Project
Exceptional Customer EXPERIENCE
- 1. Consistent communication throughoutprojects
- 2. Transparent pricing across annotationtasks
- 3. Dedicated project management teams
- 4. Flexible workflows for various languageneeds
- 5. Ongoing support for evolving projects
Unwavering QUALITY
- 1. Custom quality control for diverse linguistic annotations
- 2. Innovative solutions for complex language challenges
- 3. Strict ethical guidelines for sensitive content
- 4. Clear paths for linguistic feedback integration
- 5. Consistent, high-quality language data delivery
Unparalleled EXPERTISE
- 1. Skilled team of C1/C2 level linguists
- 2. Expert annotations for various language tasks
- 3. Multilingual proficiency across numerous languages
- 4. Contextually relevant data for model training
- 5. Proven success in enhancing AI language performance
Industries We Serve
Aya Data provides high-quality data annotation services across
a range of industries and use cases.
- Aerial/geospatial
- Agriculture
- Automotive
- Finance/Insurance
- HealthCare
- Robotics
- Security and Survelliance
- Telecommunications
- Utilities and Infrastructure
...and many more
Data Annotation Process
STEP 01
Project Scoping
- We analyse your data and requirements to develop a bespoke annotation strategy.
STEP 02
Team Assembly
- We select and train specialised annotators to match your project's unique needs.
STEP 03
Annotation Workflow
- We set up custom tools and processes for efficient, high-quality annotation.
STEP 04
Quality Assurance
- We implement rigorous checks and continuous improvement throughout the annotation process.
STEP 05
Delivery and Insights
- We provide your annotated dataset, training support, performance analysis, and recommendations for optimisation.
What Our Clients
Say About Us
"We struggled with sales data visualisation using our existing CRM, Aya built a bespoke dashboard to geolocate our sales and display them on a map with a host of other metrics, in incredible detail. This has informed the revision of our entire sales strategy, it has been an invaluable asset."
Rocco Falconer,
CEO,
Demeter Holdings
"Aya Data has performed complex 3D data labelling tasks with our machine learning team at Cydar Medical and helped us accelerate our research and development. We especially value their diligence, attention to detail, focus on high quality, excellent teamwork and communication, and record of delivering projects on time and on budget."
Tom Carrell,
Founder and Chief Medical Officer, Cydar Medical
"We worked with Ayadata to build and label huge datasets; their team was responsive and did their job as expected. They were flexible and accommodated our changing schedule, we appreciate working with their team."
DP WORLD
"Aya's value is in consistently delivering very high quality of work over a long period at a reasonable price, without dropping standards. They deal well with complex use cases requiring pixel perfect precision, fast communication means very little rework. This helps us to bring our models to production faster. They have become an invaluable part of our annotation process."
Thomas Perry,
Annotations Manager, Dogtooth
"We had a fantastic experience working with Aya Data. Their professionalism, responsiveness, and dedication to our business needs was truly impressive. They delivered the request data project accurately, on time, and within the quoted budget. We highly recommend their services."
TIDAL
"We’re pleased to have a positive relationship with the whole Aya Data team. They are diligent and committed to continuous improvement and our teams enjoy working together. Utilising V7’s leading platform and Aya’s dedicated annotator workforce, we're pleased to partner with this team, and are one of a few companies that have actively put themselves forward to become V7 accredited."
Lauren Hale,
Partnerships Director, V7 Labs
"We approached Aya to build a bespoke computer vision solution to monitor seedling germination rates using drones. They developed, trained and deployed the models extremely quickly and with excellent results. I now have a single source of truth dashboard to monitor. The success of our reforestation project."
Chris Rothera,
CEO, Oko Environmental
"We had many photos to label in a short period of time, so we decided to outsource the task. Aya Data did not only meet our time constraints, but also our complicated annotation requirements.
"
Richard Parcell,
CTO, Earth Rover
"Aya Data have been a reliable partner, covering a range of different use cases and sectors with us. We know we can trust them with complexity, meeting tough deadlines and most importantly to communicate clearly and effectively at all times."
Marley Jones,
Senior Project Manager, Labelbox
Natural Language Case Study
Building African Language Voicebots to Enable Better B2C Interactions
Aya Data collaborated with a financial services company to develop and deploy voicebot solutions in five local African dialects. By collecting and annotating thousands of hours of voice data, we trained models to recognise intents from voice commands and link them to appropriate responses within a custom voicebot architecture. The voicebots handled 50% of customer inquiries, improving customer service efficiency, reducing operational costs, and enhancing customer experiences.
Combining Soil Acidity Data with Product Sales to Create Unique Business Intelligence
Demeter valued soil acidity data for sales but struggled to use it effectively. They partnered with Aya Data to create a custom interactive dashboard. This collaboration helped Demeter optimise their sales approach, leading to significant growth after implementation.
Ready to bring your AI project to life?
Do you need help with data acquisition, data annotation or building a custom model, Aya Data is ready to partner with you. Talk to us today!