Find and fix AI failures - before they ship

Automated benchmarks miss real-world risks. Sigma experts test AI behavior across language, culture, and modality – spotting and solving problems before they happen.

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Discover the new standards for AI quality

Discover the new standards for AI quality

Traditional AI chased 99.99% accuracy — but gen AI demands nuance, judgment, and creativity. Learn the 10 new markers for quality human data annotation that power smarter, safer LLMs.


OUR SERVICES

Smarter AI starts with better data

Trust is built on truth


Ground your LLM in human research‑verified facts — including domain expertise — to improve accuracy at scale.

Secure and safeguard LLMs


Red‑team prompts, stress‑test responses, and guard against unsafe outputs to build models that respect privacy and prevent harm.

Connect elements to understand


Link audio, image, video, and text inputs into cohesive multimodal data sets so AI can interpret complex, real‑world scenarios.

Listen beyond just words

Capture emotion, tone, and intent so your AI interprets nuance the way your customers do — enhancing user experience and engagement.

Source. Curate. Scale.

Collect, refine, and synthesize high‑quality, multilingual datasets — expanding your AI’s reach and reliability worldwide.

Meaning is nothing without context

Annotate phonetics, structure, and linguistic cues to train AI to speak naturally, understand correctly, and communicate with clarity.

Sigma serves the world’s largest AI builders, with a track record to prove it

20%

enhanced fraud detection with optimized NLP models

35%

improved model accuracy for clinical text interpretation

40%

fewer product returns for retail computer vision projects 

100%

accurate transcriptions in 24 languages — in two weeks

Featured case study

A vibrant impressionistic painting of a woman in a yellow sweater inspecting fruit at a wooden market stall, featuring baskets of red apples and oranges under a bright canopy.

Scalable human evaluation for RLHF

How we helped a frontier AI developer generate high-IRA human preference data across text, voice, and video to improve real-world model alignment.

A vibrant, warm impressionist painting of a phone showing one message and three different replies from Japan, Brazil, and France, each in a different style.

Culturally aligned multimodal localization

We localized scripts, images, and video assets across 15+ global markets using fully human-led workflows designed for cultural accuracy and emotional fit.

Measuring user intent at scale

Structured human evaluation helped an AI team identify intent misalignment and improve response relevance across diverse languages and regions

Impressionist digital art of a sound engineer or podcaster wearing headphones, focused on a glowing computer screen displaying sound waves in a warm-toned office.

Human-centered voice annotation for speech AI

We built a scalable voice evaluation framework that captured tone, emotion, and paralinguistic cues to improve speech
synthesis and recognition quality

In-house benchmarks often miss what matters

Sigma helps you detect and avoid AI risk:

  • Non-English languages
  • Cultural nuance and pragmatics
  • Emotional tone and appropriateness
  • Voice and multimodal interactions

Measure, find and fix real-world AI vulnerabilities with
Sigma’s human evaluation infrastructure.

Unparalleled data privacy, from industry-leading certifications and secure facilities.

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