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 openings33 roles
Nouvells is seeking a Senior Communications Strategist & Copywriter to evaluate, craft, and audit corporate communications, public relations announcements, and brand editorial strategies. In this role, you will analyze corporate press releases, internal change management communications, executive briefing notes, and brand manifestos for tone, persuasive impact, and clarity. You will build guidelines to evaluate how messaging aligns with audience sentiment. No prior artificial intelligence background is required your narrative expertise, communications background, and editorial judgment are what matter.
$35 – $75
Senior Communications Strategist & Copywriter
Nouvells is seeking a Senior Communications Strategist & Copywriter to evaluate, craft, and audit corporate communications, public relations announcements, and brand editorial strategies. In this role, you will analyze corporate press releases, internal change management communications, executive briefing notes, and brand manifestos for tone, persuasive impact, and clarity. You will build guidelines to evaluate how messaging aligns with audience sentiment. No prior artificial intelligence background is required your narrative expertise, communications background, and editorial judgment are what matter.
$35 – $75
Nouvells is seeking an Agile Project Manager & Scrum Master to evaluate sprint ceremony execution, agile artifact quality, and team delivery velocity frameworks. In this role, you will audit sprint boards, review retrospective action items, construct realistic project bottleneck scenarios, and evaluate ticket estimation workflows. You will evaluate how teams apply Scrum, Kanban, or SAFe methodologies to maintain high operational tempo. No prior artificial intelligence background is required your practical Agile coaching, facilitation, and project management expertise are what count.
$35 – $75
Agile Project Manager & Scrum Master
Nouvells is seeking an Agile Project Manager & Scrum Master to evaluate sprint ceremony execution, agile artifact quality, and team delivery velocity frameworks. In this role, you will audit sprint boards, review retrospective action items, construct realistic project bottleneck scenarios, and evaluate ticket estimation workflows. You will evaluate how teams apply Scrum, Kanban, or SAFe methodologies to maintain high operational tempo. No prior artificial intelligence background is required your practical Agile coaching, facilitation, and project management expertise are what count.
$35 – $75
Nouvells is seeking a Senior Accountant & Tax Compliance Auditor to evaluate general ledger workflows, reconciliation procedures, and corporate tax compliance tasks. In this role, you will review journal entries, trial balances, and corporate tax filings (federal, state, international) to verify adherence to accounting standards. You will build realistic accounting audit scenarios and annotate complex transactions to benchmark automated financial review systems. No prior artificial intelligence background is required your CPA training, accounting experience, and compliance thoroughness are what matter.
$40 – $100
Senior Accountant & Tax Compliance Auditor
Nouvells is seeking a Senior Accountant & Tax Compliance Auditor to evaluate general ledger workflows, reconciliation procedures, and corporate tax compliance tasks. In this role, you will review journal entries, trial balances, and corporate tax filings (federal, state, international) to verify adherence to accounting standards. You will build realistic accounting audit scenarios and annotate complex transactions to benchmark automated financial review systems. No prior artificial intelligence background is required your CPA training, accounting experience, and compliance thoroughness are what matter.
$40 – $100
Nouvells is seeking a Corporate Financial Modeling Specialist to design, audit, and evaluate complex financial spreadsheets, corporate budgets, and forecasting tools. In this role, you will build and stress test multi statement financial models. You will review complex formulas, debt schedules, and working capital assumptions to ensure absolute mathematical and structural integrity.
$45 – $95
Corporate Financial Modeling Specialist
Nouvells is seeking a Corporate Financial Modeling Specialist to design, audit, and evaluate complex financial spreadsheets, corporate budgets, and forecasting tools. In this role, you will build and stress test multi statement financial models. You will review complex formulas, debt schedules, and working capital assumptions to ensure absolute mathematical and structural integrity.
$45 – $95
Nouvells is seeking an IT Support & System Administrator Specialist to evaluate IT troubleshooting workflows, identity administration tasks, and user ticket resolution logic. In this role, you will audit, structure, and refine complex IT support scenarios involving enterprise directory services, SaaS administration (Google Workspace, Microsoft 365), device management (MDM), and network troubleshooting.
$30 – $60
IT Support & System Administrator Specialist
Nouvells is seeking an IT Support & System Administrator Specialist to evaluate IT troubleshooting workflows, identity administration tasks, and user ticket resolution logic. In this role, you will audit, structure, and refine complex IT support scenarios involving enterprise directory services, SaaS administration (Google Workspace, Microsoft 365), device management (MDM), and network troubleshooting.
$30 – $60
Nouvells is seeking a Cloud Infrastructure & DevOps Engineer to evaluate and refine complex cloud infrastructure and deployment workflows. In this role, you will design, audit, and benchmark real world infrastructure as code scripts, CI/CD automation pipelines, and cloud security frameworks across AWS, Azure, or GCP. You will build deterministic validation scenarios to test system reliability, deployment rollbacks, and environment reproducibility.
$45 – $95
Cloud Infrastructure & DevOps Engineer
Nouvells is seeking a Cloud Infrastructure & DevOps Engineer to evaluate and refine complex cloud infrastructure and deployment workflows. In this role, you will design, audit, and benchmark real world infrastructure as code scripts, CI/CD automation pipelines, and cloud security frameworks across AWS, Azure, or GCP. You will build deterministic validation scenarios to test system reliability, deployment rollbacks, and environment reproducibility.
$45 – $95
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.
Remote
Contractor · Full-time