# crestedacademy ## Posts - [AI Is Reshaping Finance, Banking, and Accounting — And It Is Getting Dangerous Things Wrong](https://crestedacademy.com/ai-is-reshaping-finance-banking-and-accounting-and-it-is-getting-dangerous-things-wrong/): 10 min read  ·  For accountants, financial analysts, bankers, economists, and finance graduates navigating the AI transition Four in five financial institutions are now deploying AI at some level. That figure — from the 2026 Global AI in Financial Services Report published by Cambridge Judge Business School — is not a projection or an aspiration. It is the current reality, measured across 628 organisations representing banking, insurance, asset management, and financial technology globally. AI is being used to detect fraud, generate investment research, assess creditworthiness, automate regulatory reporting, draft client communications, and advise retail customers on financial products. The pace of... Read More - [The AI Citation Problem That Has Already Landed Lawyers in Court](https://crestedacademy.com/the-mata-v-avianca-case-what-every-lawyer-needs-to-know-about-ai-citation-hallucinations/): In May 2023, a lawyer submitted a brief in a US federal court that cited six cases in support of a key argument. The opposing counsel filed a motion noting they could not locate any of the cases. The judge ordered the lawyer to produce the decisions. He could not. Because they did not exist. The lawyer had used ChatGPT to help with research. The AI had generated six plausible-sounding citations — with realistic case names, realistic reporter references, realistic holdings — that were entirely fabricated. The lawyer faced sanctions. The case received international press coverage. And within weeks, courts around... Read More - [Your Medical Degree Is Worth More in the AI Economy Than You Think](https://crestedacademy.com/how-to-build-an-ai-evaluation-portfolio-that-gets-you-hired-on-your-first-application/): There is a conversation happening inside every major AI company right now, and most doctors, nurses, and pharmacists have no idea it concerns them directly.The conversation goes something like this: we have built a clinical AI tool. It helps doctors document patient notes, suggests diagnostic possibilities, answers patient questions about medications. It is being used by real people making real health decisions. And before we can release the next version, someone needs to check whether it is actually correct.That someone, it turns out, cannot be a general AI evaluator. It has to be someone with clinical training. And AI companies are... Read More - [Why your medical degree is worth $85/hour to AI companies, and how to collect it](https://crestedacademy.com/why-your-medical-degree-is-worth-85-hour-to-ai-companies-and-how-to-collect-it/): 9 min read  ·  For doctors, nurses, pharmacists, and healthcare professionals ready to enter the AI evaluation market Somewhere right now, a platform is paying $90 an hour for a clinician to read an AI-generated clinical note and tell them what is wrong with it.Not a software engineer. Not a data scientist. A clinician – a nurse, a doctor, a pharmacist – who can look at an AI-generated output and say, with professional authority, whether it is safe, accurate, and appropriate for the patient context it was written for.That person is called a medical AI evaluator. And in 2026, the demand... Read More - [RLAIF is automating basic evaluation, here is what it cannot touch](https://crestedacademy.com/rlaif-is-automating-basic-evaluation-here-is-what-it-cannot-touch/): If you have been researching AI evaluation as a career, you have probably come across a concern that stops a lot of people in their tracks. The concern goes like this: if AI is getting smarter, won’t AI companies just use AI to evaluate AI? Why would they pay humans at all? It is a fair question. And it deserves a direct, honest answer — not the kind of reassuring non-answer that some training programmes give you because they want your enrolment regardless. The honest answer is: yes, AI is being used to evaluate AI. It has been for several years.... Read More ## Pages - [Certification](https://crestedacademy.com/certification/): Certification — Crested Academy Crested Academy Home Certification Courses Blog Enroll Now Professional Certification Programme Your domain expertiseis the qualification. Crested Academy certifies doctors, lawyers, and accountants to evaluate AI at professional standard — and earn the credential AI companies recognise. View Certification Path Explore Domain Tracks $85–$120 per hour for domainexpert evaluators 3 domain specialisationtracks available 60 days to first paid contractfor most graduates CAE Certified AI Evaluatordesignation + endorsement The Pathway From enrolment to credential in four stages Each stage builds directly on the last. By the time you reach the credential, your portfolio is already done. 1 AI... Read More - [Home](https://crestedacademy.com/): CERTIFIED AI EVALUATOR TRAINING The professional standard for AI evaluation expertise. Your domain expertise is now your biggest AI career asset. Crested Academy trains doctors, lawyers, accountants, and knowledge workers to evaluate AI at professional standard — and earn the credentials AI companies actually pay for. Explore Courses View Certifications Medical AI Legal AI Finance AI CAE Certification Graduates work on AI evaluation projects at Scale AI Outlier AI DataAnnotation Toloka AI Scale AI Outlier AI DataAnnotation Toloka AI Surge HQ Scale AI Outlier AI DataAnnotation Toloka AI Surge HQ Surge HQ Training Tracks Choose your domain. Earn your credential. Each... 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