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Humobot AIAI Training Data & Annotation

Full-Cycle AI Data Offerings

Enterprise AI Training Data Services

From bespoke data collection to pixel-accurate annotation and native transcription, we create high-precision training corpora for ASR, TTS, NLP, and computer vision—engineered to deliver the quality, scale, and accuracy your models demand.

Our Core Service Offerings

Structured for enterprise teams building production machine learning systems.

01Audio, Video & Field Gathering

Data Collection

Custom-designed data gathering operations tailored for cutting-edge ML models. We execute targeted audio recordings, in-the-wild video gathering, camera captures, and conversational collection across specific demographics, accents, and acoustic environments.

Key Capabilities:
Multi-speaker audio collection in real-world acoustic settings
Targeted demographic, age, accent, and regional dialect sampling
Computer vision scenario capture for IoT, smart home & automotive
Enterprise-grade protocol adherence and participant consent management
Custom AudioImage CaptureField VideoText Corpora
02Bounding Boxes, Polygons & Tags

Data Annotation

Pixel-level and frame-level accuracy backed by experienced annotation teams. Every image, video frame, audio timestamp, and text sequence is verified through rigorous multi-tier human-in-the-loop quality assurance.

Key Capabilities:
Computer vision: 2D/3D bounding boxes, polygon & semantic segmentation
Audio & Speech: Phoneme alignment, speaker diarization, emotion & intent labeling
NLP: Intent classification, sentiment analysis, NER, and slot filling
Continuous QA feedback loops ensuring ~98%+ precision standards
Bounding BoxesSemantic SegmentationAudio TaggingNamed Entity
03Telephony & Studio Audio

Speech & Audio Datasets

Pre-packaged and bespoke speech corpora collected from natural human conversations, telephony systems, and studio environments. Engineered to train robust Automatic Speech Recognition (ASR) and Text-to-Speech (TTS) models under diverse acoustic conditions.

Key Capabilities:
Telephony 8kHz & wideband 16kHz/48kHz studio audio formats
Real-world customer interaction scenarios with spontaneous speech
Diverse background noise profiles (cafes, in-car, call centers)
Time-aligned orthographic transcriptions and acoustic metadata
Call Center AudioASR TrainingTTS VoicesMulti-Speaker
04Verbatim & Diarization

Transcription Services

Human-verified transcription services engineered for ML model evaluation and ground-truth generation. We transcribe spontaneous conversations, technical terminology, and multilingual cross-talk with verbatim accuracy.

Key Capabilities:
Speaker-attributed transcription with millisecond-accurate timestamps
Specialized handling of overlapping speech, regional idioms, and accents
Custom transcription guidelines matched to your ASR tokenization schema
Enterprise security & data confidentiality throughout the pipeline
Verbatim TextTimestampsDiarizationMulti-dialect
0520+ Indic & Global Languages

Translation & Localization

Linguistic adaptation by native language experts across 20+ Indic and global languages. We ensure your conversational agents, LLM prompts, voice assistants, and response libraries communicate naturally and culturally appropriately.

Key Capabilities:
Deep Indic language coverage (Hindi, Tamil, Telugu, Marathi, Malayalam, etc.)
Context-aware localization preserving technical and emotional intent
Parallel corpora generation for neural machine translation (NMT)
Dialect and regional slang normalization for conversational bots
20+ Indic LanguagesGlobal DialectsDialect AdaptationLLM Prompts
06Pre-Structured Corpora

Ready-to-Use Datasets

Off-the-shelf, fully labeled, and validated datasets spanning speech recognition, automotive voice commands, customer service dialogs, and conversational AI. Skip months of collection and deploy straight to model training.

Key Capabilities:
Pre-packaged 20+ Indic and global conversational speech sets
Instant access to structured audio, transcripts, and metadata catalogs
Benchmarked for leading ML frameworks (PyTorch, TensorFlow, HuggingFace)
Custom licensing and volume options tailored to your enterprise
Call Center AudioVoice NavigationSmart SpeakerMultilingual

Quality Assurance Methodology

Our 4-Step Quality Delivery Pipeline

How we ensure high precision from initial project scoping to final ML dataset delivery.

01

Protocol Scoping

We align on target audio acoustic environments, camera resolutions, demographic distributions, and tokenization formats.

02

Native Sourcing

Our distributed in-market teams record native speakers, gather targeted video scenes, and capture authenticated dialogues.

03

Multi-Tier QA

Linguistic experts and QA supervisors review every audio alignment, timestamp, bounding box, and tag to meet 98%+ accuracy standards.

04

ML-Ready Delivery

Data is structured and formatted for immediate ingestion into PyTorch, TensorFlow, HuggingFace, or custom training pipelines.

Need a Bespoke Dataset for Your AI Model?

Reach out with your specific language requirements, acoustic profiles, or annotation schemas.