Collection
Custom sourcing · synthetic generation · human-authored data
Datasets are commissioned and built not bought. A vetted global network of domain contributors, paired with synthetic generation that has cleared methodology review.
Frontier models are only as good as the human data and evaluations behind them. We gather, check and score that data from start to finish, working with vetted AI trainers in every major field. Then we benchmark models on the suites frontier teams actually measure against, including SWE-bench, MLE-bench and Terminal-Bench.
01
Demonstrations, preference pairs and reasoning traces written by people who actually do the work, not crowdsourced guesswork. Everything is collected under a documented method and is ready for SFT, RLHF and agentic training.
Explore the human data pipeline02
Every sample is checked more than once by vetted AI trainers in software engineering, maths, science, medicine, law and finance. Each review is scored against a clear rubric, audited, and easy to reproduce.
See the validation workflow03
We build, run and extend the agentic and professional benchmarks that frontier labs test against. That covers the tasks, the environments, the graders and the human baselines that show where a model really stands.
View the benchmark suiteFrom software engineering and science to healthcare, law and creative work. Professionals from technical and nontechnical backgrounds are welcome. Your domain knowledge, practical experience and judgment can help train and evaluate the next generation of AI models, bringing more real-world perspectives to how they learn.
Five stages, one operating contract. Each is engage able independently but the gain comes from the loop.
Read the full services briefCustom sourcing · synthetic generation · human-authored data
Datasets are commissioned and built not bought. A vetted global network of domain contributors, paired with synthetic generation that has cleared methodology review.
Text · image · video · audio — multi-layer review
Annotation is treated as a measurement problem. Multi-stage review, inter-annotator agreement floors, and a closed feedback loop into source-stage rubrics.
Benchmarks · rubrics · adversarial probes
Datasets are commissioned and built not bought. A vetted global network of domain contributors, paired with synthetic generation that has cleared methodology review.
Published methodology · agent rubrics · synthetic data
Applied research informs every stage upstream. Papers, technical reports, and methodology notes written by the same teams operating the pipelines they describe.
Custom solutions · platform builds · enterprise scale
Bespoke AI, software, and platform builds from prototype to enterprise scale, with operations bundled. Outcomes contracted, not deliverables.
Anisa and Allvia ship the same evaluation, retrieval, and agent orchestration core as products your team uses daily.
Anisa welcomes, trains, and ramps every new hire with the care of a senior people partner at every desk, in every timezone. Day-one provisioning, role-specific learning paths, an always-on AI coach, milestone tracking, and readiness analytics on one surface.
Welcome
Day-one journeys · access · paperwork
Training
AI-led, rubric-scored, recorded
AI coach
24/7 Q&A grounded in internal docs
Readiness
Milestones · ramp velocity · signals
Product 02 — Allvia
Allvia.
Collaboration that thinks alongside the team.
Messaging, channels, knowledge, and AI productivity on a workspace that summarizes, retrieves, and acts. Plugs into your existing stack; replaces what no longer earns its place.
Messaging
Real-time · DM · threads
Channels
Department & topic workspaces
Knowledge
Searchable history · documents
AI tools
Summaries · insights · tasks
Researchers, engineers, and operators building the infrastructure behind frontier AI.
View all openings49 roles
Nouvells is seeking a Bilingual Terminology & Translation Auditor to review, audit, and curate domain-specific glossaries, parallel text corpora, and technical translation pairs. In this role, you will audit bilingual dictionaries, review industry specific terminology glossaries (legal, medical, financial, technical), evaluate translation accuracy in parallel texts, and flag mistranslations or register mismatches. No prior software engineering background is required your professional translation experience, terminology management background, and bilingual fluency are what count.
Bilingual Terminology & Translation Auditor
Nouvells is seeking a Bilingual Terminology & Translation Auditor to review, audit, and curate domain-specific glossaries, parallel text corpora, and technical translation pairs. In this role, you will audit bilingual dictionaries, review industry specific terminology glossaries (legal, medical, financial, technical), evaluate translation accuracy in parallel texts, and flag mistranslations or register mismatches. No prior software engineering background is required your professional translation experience, terminology management background, and bilingual fluency are what count.
Nouvells is seeking a Localization & Cross Cultural Quality Lead to evaluate multi lingual software documentation, website content, marketing translations, and cultural adaptation guidelines. In this role, you will audit localized content across multiple target languages, evaluate translation memory (TM) databases, review glossaries, and benchmark localization quality frameworks (LISA / MQM frameworks). You will assess whether translated content preserves tone, nuance, and functional accuracy across global markets. No prior software engineering background is required your localization management experience, linguistic training, and CAT tool mastery drive the work.
Localization & Cross Cultural Quality Lead
Nouvells is seeking a Localization & Cross Cultural Quality Lead to evaluate multi lingual software documentation, website content, marketing translations, and cultural adaptation guidelines. In this role, you will audit localized content across multiple target languages, evaluate translation memory (TM) databases, review glossaries, and benchmark localization quality frameworks (LISA / MQM frameworks). You will assess whether translated content preserves tone, nuance, and functional accuracy across global markets. No prior software engineering background is required your localization management experience, linguistic training, and CAT tool mastery drive the work.
Nouvells is seeking a Corporate Learning & Enablement Strategist to evaluate enterprise training programs, workforce onboarding playbooks, skill competency frameworks, and employee development guides. In this role, you will audit corporate training modules, evaluate employee skill gap assessments, review leadership development materials, and benchmark training ROI evaluation models (Kirkpatrick Model). You will evaluate how corporate learning initiatives translate into measurable workplace performance. No prior artificial intelligence background is required your corporate L&D experience, training facilitation background, and enablement architecture skills drive the work.
Corporate Learning & Enablement Strategist
Nouvells is seeking a Corporate Learning & Enablement Strategist to evaluate enterprise training programs, workforce onboarding playbooks, skill competency frameworks, and employee development guides. In this role, you will audit corporate training modules, evaluate employee skill gap assessments, review leadership development materials, and benchmark training ROI evaluation models (Kirkpatrick Model). You will evaluate how corporate learning initiatives translate into measurable workplace performance. No prior artificial intelligence background is required your corporate L&D experience, training facilitation background, and enablement architecture skills drive the work.
Nouvells is seeking a Curriculum Design & Instructional Specialist to evaluate course syllabi, instructional units, learning objectives, educational media briefs, and pedagogical frameworks. In this role, you will audit curriculum maps, evaluate alignment using Bloom's Taxonomy, review formative/summative assessment rubrics, and benchmark digital learning materials across STEM, business, or humanities topics. You will assess whether instructional content is clear, accessible, and pedagogically effective. No prior software engineering background is required your degree in Education/Instructional Design, curriculum building experience, and learning science expertise drive the work.
Curriculum Design & Instructional Specialist
Nouvells is seeking a Curriculum Design & Instructional Specialist to evaluate course syllabi, instructional units, learning objectives, educational media briefs, and pedagogical frameworks. In this role, you will audit curriculum maps, evaluate alignment using Bloom's Taxonomy, review formative/summative assessment rubrics, and benchmark digital learning materials across STEM, business, or humanities topics. You will assess whether instructional content is clear, accessible, and pedagogically effective. No prior software engineering background is required your degree in Education/Instructional Design, curriculum building experience, and learning science expertise drive the work.
Nouvells is seeking a Civil & Structural Engineering Evaluator to evaluate structural design calculations, Building Information Modeling (BIM) files, civil blueprint sets, and site safety plans. In this role, you will audit concrete/steel structural analysis models, review environmental impact and drainage calculations, evaluate building code compliance documentation (IBC, ASCE 7), and benchmark construction management workflows. No prior software engineering background is required your civil engineering credentials, structural analysis experience, and blueprint evaluation skills drive the work.
Civil & Structural Engineering Evaluator
Nouvells is seeking a Civil & Structural Engineering Evaluator to evaluate structural design calculations, Building Information Modeling (BIM) files, civil blueprint sets, and site safety plans. In this role, you will audit concrete/steel structural analysis models, review environmental impact and drainage calculations, evaluate building code compliance documentation (IBC, ASCE 7), and benchmark construction management workflows. No prior software engineering background is required your civil engineering credentials, structural analysis experience, and blueprint evaluation skills drive the work.
Nouvells is seeking an Electrical & Hardware Systems Specialist to evaluate electrical schematics, printed circuit board (PCB) layouts, micro controller firmware documentation, and hardware safety compliance reports. In this role, you will audit circuit designs, evaluate component selection logic, review signal integrity analyses, and benchmark hardware debugging workflows. You will assess whether electrical designs satisfy functional, thermal, and electromagnetic compatibility (EMC) standards. No prior artificial intelligence background is required your electrical engineering background, circuit analysis skills, and PCB layout experience are what matter.
Electrical & Hardware Systems Specialist
Nouvells is seeking an Electrical & Hardware Systems Specialist to evaluate electrical schematics, printed circuit board (PCB) layouts, micro controller firmware documentation, and hardware safety compliance reports. In this role, you will audit circuit designs, evaluate component selection logic, review signal integrity analyses, and benchmark hardware debugging workflows. You will assess whether electrical designs satisfy functional, thermal, and electromagnetic compatibility (EMC) standards. No prior artificial intelligence background is required your electrical engineering background, circuit analysis skills, and PCB layout experience are what matter.
Don't see your role? We hire ahead of need.
Introduce yourselfPapers, technical reports and methodology notes written by the same teams operating our production pipelines.
Open the full archiveEvaluation
Rather than measuring success solely through final outcomes, this approach evaluates how effectively an agent performs each component of a task and integrates these components to achieve a goal.
Aug, 2026
Read the paperMethodology
Comparing expert vs. crowd labelling across legal, medical & STEM corpora.
Jun, 2026
Read the paperMultimodal
Methodology for blending image, video and audio instruction data in training mixes.
Jun, 2026
Read the paperAgents
How synthetic execution traces lift downstream coding benchmark scores.
Jun, 2026
Read the paperThe official Nouvells website is nouvells.com. Nouvells provides expert human data, AI training and evaluation services, and opportunities for professionals to contribute their domain knowledge to AI projects.
Nouvells provides human data collection, expert annotation, AI model evaluation and professional benchmarking for AI teams. Its work includes demonstrations, preference data and reasoning traces for supervised fine-tuning, RLHF and agent training.
Teams can discuss custom dataset collection, text and multimodal annotation, domain-expert review, LLM evaluation, benchmark development, applied research and deployment support. Scope depends on the use case and required deliverables.
Yes. Domain knowledge from fields such as healthcare, law, finance, education and creative work can help review and improve AI outputs. Candidates should apply to an open role that matches their expertise; requirements vary by role.
Current openings are listed on the Opportunities page, with individual job descriptions and application links. Businesses can use the contact form to discuss data services, evaluation requirements or a product demonstration.