Service 1 · Data Labeling
Accelerate High-Accuracy Data Labeling
Transform your AI training pipelines with InfoBay’s innovative labeling workflows that blend cutting-edge AI automation and expert human oversight to deliver scalable, precise annotations.
Labeling at Production Scale
- • Images, video, audio, text, 3D & multimodal data.
- • AI-accelerated pipelines with expert reviewers.
- • Ready for vision, NLP, speech & custom models.
Human-in-the-loop validation
Built for frontier model pipelines
Why InfoBay Excels in Data Labeling
AI-Augmented Annotation
Harness advanced automation to speed up labeling while minimizing errors for superior data quality.
Comprehensive Data Modalities
Support for images, video, audio, text, 3D, and complex multimodal labeling tasks.
Training-Optimized Outputs
Structured, high-fidelity annotations designed to boost accuracy, pattern recognition, and generalization.
Seamless Integration
Annotations are ready to plug into vision, NLP, speech, and custom AI pipelines.
Massive Scale, Reliable Quality
AI-powered workflows plus human-in-the-loop validation deliver fast, cost-effective scale.
Enterprise-Grade Assurance
Multi-tier quality checks ensure consistent reliability and compliance across all label sets.
Our Data Labeling Workflow
Collaborate on scope, annotation guidelines, and workflow architecture.
Deploy AI tools to accelerate tagging with specialist reviewers.
Multi-level quality assurance with layered validation protocols.
Adaptable automation and expert oversight for rapid, reliable delivery.
Service 2 · Data Curation
Generate Premium Data for AI Development
Build and scale bespoke data pipelines that empower your AI research and post-training workflows—including reinforcement learning environments, coding benchmarks, STEM reasoning, multimodal datasets, and more.
Curation for Modern AI
- • Bespoke data pipelines for pre-training and post-training.
- • RL, coding, STEM, multimodal & enterprise domains.
- • Continuous improvement with synthetic & augmented data.
Audio, 3D & domain content
Benchmarks & eval datasets
Why Choose InfoBay for Data Curation
Custom-Tailored Workflows
Design data capture processes, annotation rubrics, and simulation environments aligned precisely with your AI objectives.
Expert-Driven Validation
Blend AI automation with domain experts for rigorous data cleaning, labeling, and multi-layer quality assurance.
Intelligent Augmentation & Automation
Use synthetic generation and automation to expand rare cases, balance datasets, and improve robustness.
Rapid Deployment & Scaling
Launch adaptable data pipelines quickly and scale them to match evolving research requirements and volume.
Diverse Data Formats
Process images, video, audio, text, 3D, and specialized domain content within a unified curation framework.
Research-Ready Outputs
Deliver structured, benchmark-aligned datasets ready for fine-tuning, RLHF, and advanced reasoning tasks.
Our Data Curation Process
Align on goals, benchmarks, and custom pipeline architecture tailored to your research roadmap.
Generate, annotate, and validate data using AI agents and human-in-the-loop checks for robust quality.
Automate workflows, enrich with synthetic data, and continuously refine dataset quality and model readiness.
Kickstart your AI initiatives with InfoBay’s high-quality curated datasets, optimized for supervised fine-tuning, reinforcement learning with human feedback, and advanced reasoning tasks.
Service 3 · LLM Factuality
Optimize Your Model's Truthfulness and Reliability
Close the loop from fact verification to continuous model enhancement. Strengthen and validate your large language models to ensure consistently accurate and unbiased real-world performance.
Guardrails for Large Language Models
- • Multi-layer factuality checks on critical workflows.
- • Bias and hallucination reduction for safer outputs.
- • Continuous feedback loops back into training and tuning.
Reduce hallucinations and harmful bias
Eval, fine-tuning & live monitoring
Why Choose InfoBay for LLM Factuality Optimization
Multi-Layered Fact Verification
Structured fact-checking loops rigorously validate AI-generated content across multiple passes and reviewers.
Bias & Misinformation Mitigation
Detect and reduce harmful biases and misleading patterns to improve trustworthiness and safety.
Cross-Source Accuracy Checks
Leverage multiple trusted reference sources to verify consistency, correctness, and completeness.
Truthfulness Optimization
Enhance reasoning quality, groundedness, and stability across diverse prompts and deployment contexts.
Scalable Validation Pipelines
Combine AI-assisted automation with human experts for high-precision, high-throughput factuality assurance.
Enterprise-Grade Integrity
Uphold transparency, governance, and compliance standards that satisfy demanding enterprise requirements.
Our Continuous Factuality Process
Run multi-level factual checks and bias screenings on model outputs across priority use cases.
Feed verified data, red-team findings, and curated feedback back into training and alignment loops.
Ship updated, validated LLMs into production with stronger truthfulness and safety guarantees.
Track factuality metrics and bias indicators, triggering continuous refinements as behavior drifts.
Start your journey to trustable, high-integrity models with InfoBay’s expert-driven factuality validation and optimization solutions.
Service 4 · NLP & Speech Solutions
Natural Language Processing & Voice Solutions
Harness the power of human language and voice data with InfoBay’s comprehensive NLP and speech services, designed to unlock insights, enhance customer engagement, and automate complex workflows.
End-to-End Language Stack
- • Text analytics, chatbots, translation, NER, TTS & ASR.
- • Multilingual support across major global and Indic languages.
- • Built to plug into existing products, CRMs, and data platforms.
Chat, IVR, email, support desks
Insights, copilots & assistants
Text Intelligence
Text & Sentiment Analysis
- • Extract opinions, emotions, and trends from diverse textual sources.
- • Use advanced sentiment models to classify feedback as positive, negative, or neutral.
- • Identify patterns and topics that drive smarter, data-driven decisions.
Custom Chatbots & Virtual Assistants
- • Build intelligent agents that understand intent and respond with context-aware answers.
- • Tailor workflows, tone, and personality to your domain with ongoing optimization.
- • Automate support, reduce response times, and improve customer engagement.
Language Translation Services
- • Deliver high-quality translations across languages and cultural contexts.
- • Use manual, automated, or hybrid approaches enhanced by advanced NLP.
- • Enable effective global communication and improved customer satisfaction.
Named Entity Recognition (NER)
- • Extract people, organizations, locations, dates, and more from unstructured text.
- • Power information retrieval, summarization, and question-answering systems.
- • Customize models for domain-specific accuracy and relevance.
Speech & Voice Technologies
Text-to-Speech (TTS)
- • Convert written text into natural-sounding, expressive speech.
- • Support multiple languages, voices, and tones for assistants, media, and messaging.
- • Create engaging voice experiences that enhance accessibility and brand presence.
Automatic Speech Recognition (ASR)
- • Accurately transcribe spoken language into text—even in noisy, real-world conditions.
- • Ideal for note-taking, transcription, voice commands, accessibility, and analytics.
- • Support real-time and batch transcription across languages and accents.
InfoBay partners closely with clients to craft tailored NLP and voice solutions that integrate seamlessly into existing workflows. From data collection and cleaning to deployment and continuous improvement, our end-to-end services empower your business with powerful language and speech intelligence.
Service 5 · Computer Vision
Computer Vision Annotation for Production AI
Turn raw images and video into structured training signals with InfoBay's vision annotation pipelines — built for detection, segmentation, and classification on the real-world datasets production systems actually train on.
Vision Annotation at Scale
- • Image and video annotation for detection, segmentation, and classification.
- • Complex tasks: bounding boxes, key points, and tracking.
- • Scalable pipelines for real-world datasets, including egocentric and medical data.
Boxes, polygons, key points, tracking
Egocentric, medical & dense scenes
Why Choose InfoBay for Computer Vision
Full Task Coverage
Detection, segmentation, and classification across images and video — including bounding boxes, polygons, key points, and frame-to-frame object tracking.
Video-Native Annotation
Objects keep a consistent identity across frames rather than being re-detected per frame, giving tracking models clean temporal ground truth.
Egocentric Expertise
First-person capture annotation for hand-object interaction, spatial reasoning, and task progression — the labels embodied AI and robotics teams need.
Medical-Grade Handling
DICOM-aware annotation workflows on de-identified inputs, aligned with the review standards clinical AI teams already expect.
Built for Hard Scenes
Dense retail shelves, crowded traffic, industrial floors, and noisy real-world capture — not just clean, benchmark-style imagery.
Scalable, Consistent Quality
The same multi-tier QA model behind InfoBay's labeling services: agreed guidelines, reviewer calibration, and layered validation before delivery.
Our Computer Vision Workflow
Define task types, label taxonomies, and edge-case handling rules with your ML team before production begins.
Run detection, segmentation, key-point, and tracking annotation through AI-assisted pipelines with expert reviewers.
Layered QA passes check label accuracy, identity consistency across frames, and taxonomy adherence.
Ship training-ready annotations in your pipeline's format, with feedback loops for evolving label schemas.
Explore in depth
Human-in-the-loop labeling for text, image, video, audio, 3D, and multimodal AI.
Custom data pipelines for pre-training, SFT, RLHF, benchmarks, and domain AI.
Hallucination, bias, truthfulness, and safety evaluation with expert review loops.
ASR, TTS, NER, translation, chatbot, and multilingual voice AI workflows.
Image and video annotation for detection, segmentation, classification, and tracking.
Not sure where to start? Every engagement begins with a quality baseline — we'll scope the right service with you.
Request a Model Quality Audit