Medical & Clinical
GPs, specialists, nurses and allied health professionals. Covers primary care, diagnostics, pharmacology and clinical guidelines review.
MD / MBBSClinical SpecialistsPharmacists
Core Solution
Expert-in-the-Loop
QA
Domain specialists integrated into AI QA workflows — catching what generalists and models miss. Medical, legal, financial and scientific reviewers deployed as structured quality gates, not ad-hoc consultants.
The Gap
Generalist raters can't catch specialist errors
Specialist errors look like good text. When an LLM generates medical advice, legal summaries or financial analysis, outputs can be fluent, confident and wrong in ways that only a domain specialist would recognise. A well-trained generalist reviewer will score the output as high quality. A cardiologist, a solicitor or a CFA charterholder will see the error immediately.
Fuzu Atlas's expert-in-the-loop model embeds credentialed domain specialists into your QA pipeline — not as one-off consultants but as a structured, repeatable review layer with accountability and audit trail.
Medical outputs
Drug interactions, contraindications, diagnostic framing — errors that require clinical training to identify, not grammar or tone review.
Legal summaries
Jurisdiction-specific nuance, materiality judgements and regulatory framing that a legal generalist can catch but a crowd reviewer cannot.
Financial analysis
Ratio interpretation, regulatory framing (IFRS vs GAAP) and suitability assessment that requires finance credentials, not general literacy.
Scientific content
Statistical interpretation, methodology critique and domain-specific claims that require postgraduate-level review to verify.
Expert Types
Credentialed specialists across key domains
Every Fuzu Atlas expert reviewer is credential-verified and domain-tested before deployment. Not self-declared specialists — background-verified professionals.
Legal & Compliance
Solicitors, barristers and compliance officers across EU, UK, US and African jurisdictions. Contract, regulatory and IP review.
LLB / JDSolicitorsCompliance
Finance & Accounting
CFAs, CPAs and chartered accountants. Financial modelling review, IFRS/GAAP interpretation, regulatory filing review.
CFACPA / ACABanking
Science & Research
PhD and postdoc researchers across biology, chemistry, physics and social sciences. Methodology and statistical claim review.
PhDPostdocLab Scientists
Engineering & Technical
Software engineers, data scientists and technical specialists for reviewing code generation, technical documentation and system design outputs.
Software EngData ScienceDevOps
Education & Social Science
Educators, psychologists and social scientists for content review in sensitive domains: mental health, child safety, cultural harm and civic topics.
EducatorsPsychologistsSocial Work
Related use cases & industries
Need specialists, not generalists?
Tell us the domain and use case — we'll match the right expert pool and design the review workflow.