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Evidence-backed analysis across 15 specific tasks. Capability claims sourced from peer-reviewed research, independent benchmarks, and industry data. Adoption rates tracked by industry and company size.
AI Exposure
Defensibility
Avg Capability
15/15 tasks with evidence
Avg Deployment
77 evidence sources
Role Defensibility Profile
Higher = harder to automate
Task-Level Analysis — 15 Tasks
Build and maintain annual budgets and rolling forecasts by consolidating departmental inputs, historical trends, and market assumptions into financial models.
Capability Evidence
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Budgeting & Forecasting,...
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OpenAI's o1 system card demonstrates significant advancement in complex reasoning tasks, achieving 83rd percentile on Codeforces and 93rd percentile on AMC math competitions. For analytical aspects of...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Budgeting & Forecasting, the study est...
Deployment by Industry
Prepare monthly, quarterly, and annual financial statements (P&L, balance sheet, cash flow) in compliance with GAAP/IFRS standards for internal and external stakeholders.
Capability Evidence
Anthropic's study of real-world Claude usage across millions of professional conversations found that tasks related to Financial Reporting represent a significant category of AI-augmented work. The em...
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Financial Reporting represent a meaningful share of professional LLM usage. The study indicates 46...
Noy & Zhang found in a controlled experiment that AI assistance reduced professional writing task completion time by 40% and improved output quality by 18%. Tasks similar to Financial Reporting fall w...
Deployment by Industry
Ensure all financial activities, disclosures, and reporting meet regulatory requirements including SOX, tax codes, and industry-specific financial regulations.
Capability Evidence
GitHub's updated impact study shows 46% of all code is now AI-generated among Copilot users, with 82% developer satisfaction. For tasks like Financial Regulatory Compliance, AI coding assistants demon...
OpenAI's o1 system card demonstrates significant advancement in complex reasoning tasks, achieving 83rd percentile on Codeforces and 93rd percentile on AMC math competitions. For analytical aspects of...
Noy & Zhang found in a controlled experiment that AI assistance reduced professional writing task completion time by 40% and improved output quality by 18%. Tasks similar to Financial Regulatory Compl...
Deployment by Industry
Monitor and project daily, weekly, and monthly cash positions to ensure sufficient liquidity for operations, debt service, and strategic investments.
Capability Evidence
The Anthropic Economic Impact Report found that AI systems achieve 37% human-competitive quality on routine knowledge tasks related to Cash Flow Management, though significant quality gaps persist on ...
MIT Sloan Management Review's annual survey of 3,000+ managers found that only 10% of organizations report significant financial value from AI deployment, despite widespread experimentation. For tasks...
Tableau AI and Pulse enable natural language data querying and automated insight generation. For tasks like Cash Flow Management, AI tools achieve approximately 38% quality on routine data exploration...
Deployment by Industry
Build and maintain financial models for scenario analysis, valuations, M&A evaluation, and strategic decision support using DCF, sensitivity, and Monte Carlo methods.
Capability Evidence
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Financial Modeling, curr...
Dell'Acqua et al. found that consultants using GPT-4 completed analytical tasks 25.1% faster with 40% higher quality for tasks inside the AI capability frontier. Financial Modeling contains analytical...
Brynjolfsson, Li & Raymond found that AI assistance increased customer service worker productivity by 14% on average, with 34% gains for novice workers, in a study of 5,179 agents. For tasks like Fina...
Deployment by Industry
Prepare monthly variance analysis comparing actuals to budget and forecast, identifying root causes of deviations and recommending corrective actions.
Capability Evidence
The Claude system card reports near-expert performance on graduate-level reasoning (GPQA), professional coding (SWE-bench), and document analysis tasks. For Variance Analysis, Claude demonstrates appr...
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Variance Analysis, curre...
OpenAI's o1 system card demonstrates significant advancement in complex reasoning tasks, achieving 83rd percentile on Codeforces and 93rd percentile on AMC math competitions. For analytical aspects of...
Deployment by Industry
Prepare documentation, reconciliations, and supporting schedules for internal and external audits, and coordinate auditor requests and findings resolution.
Capability Evidence
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Audit Preparation & Coordination represent a meaningful share of professional LLM usage. The study...
Noy & Zhang found in a controlled experiment that AI assistance reduced professional writing task completion time by 40% and improved output quality by 18%. Tasks similar to Audit Preparation & Coordi...
Brynjolfsson, Li & Raymond found that AI assistance increased customer service worker productivity by 14% on average, with 34% gains for novice workers, in a study of 5,179 agents. For tasks like Audi...
Deployment by Industry
Analyse cost structures across departments and operations to identify savings opportunities, negotiate vendor terms, and implement efficiency improvements.
Capability Evidence
AI systems can identify optimization levers for bug fixing in code repositories
The Anthropic Economic Impact Report found that AI systems achieve 37% human-competitive quality on routine knowledge tasks related to Cost Optimization, though significant quality gaps persist on tas...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Cost Optimization, the study estimates...
Deployment by Industry
Develop tax-efficient structures, manage estimated payments, coordinate with external tax advisors, and ensure timely filing of all tax obligations.
Capability Evidence
MIT Sloan Management Review's annual survey of 3,000+ managers found that only 10% of organizations report significant financial value from AI deployment, despite widespread experimentation. For tasks...
OpenAI's o1 system card demonstrates significant advancement in complex reasoning tasks, achieving 83rd percentile on Codeforces and 93rd percentile on AMC math competitions. For analytical aspects of...
Gartner reports that 58% of finance functions have deployed or are piloting AI, with AI-assisted financial close reducing cycle time by 25-40%. For tasks like Tax Planning & Strategy, AI achieves appr...
Deployment by Industry
Identify, quantify, and develop mitigation strategies for financial risks including credit risk, market risk, operational risk, and counterparty exposure.
Capability Evidence
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Financial Risk Assessment represent a meaningful share of professional LLM usage. The study indica...
The IMF finds that approximately 40% of global employment is exposed to AI, with up to 60% in advanced economies. For knowledge work tasks like Financial Risk Assessment, the study estimates 17% of ta...
Dell'Acqua et al. found that consultants using GPT-4 completed analytical tasks 25.1% faster with 40% higher quality for tasks inside the AI capability frontier. Financial Risk Assessment contains ana...
Deployment by Industry
Manage banking relationships, credit facilities, foreign exchange exposure, and investment of surplus cash to optimise returns within risk parameters.
Capability Evidence
Deloitte's State of AI in the Enterprise survey of 2,600+ executives found that 79% expect gen AI to transform their organization within 3 years. For tasks like Treasury Management, enterprise adoptio...
MIT Sloan Management Review's annual survey of 3,000+ managers found that only 10% of organizations report significant financial value from AI deployment, despite widespread experimentation. For tasks...
Gartner reports that 58% of finance functions have deployed or are piloting AI, with AI-assisted financial close reducing cycle time by 25-40%. For tasks like Treasury Management, AI achieves approxim...
Deployment by Industry
Oversee ERP, accounting software, and financial reporting tools including configuration, upgrades, access controls, and data integrity maintenance.
Capability Evidence
Anthropic's study of real-world Claude usage across millions of professional conversations found that tasks related to Financial Systems Management represent a significant category of AI-augmented wor...
GitHub's updated impact study shows 46% of all code is now AI-generated among Copilot users, with 82% developer satisfaction. For tasks like Financial Systems Management, AI coding assistants demonstr...
Noy & Zhang found in a controlled experiment that AI assistance reduced professional writing task completion time by 40% and improved output quality by 18%. Tasks similar to Financial Systems Manageme...
Deployment by Industry
Evaluate and prioritise capital expenditure requests, investment opportunities, and resource allocation decisions based on ROI analysis and strategic alignment.
Capability Evidence
The Stanford HAI AI Index Report 2025 documents AI systems achieving expert-level performance on graduate-level science questions and professional coding tasks. For tasks like Capital Allocation, curr...
GitHub's updated impact study shows 46% of all code is now AI-generated among Copilot users, with 82% developer satisfaction. For tasks like Capital Allocation, AI coding assistants demonstrate 40% qu...
OpenAI's o1 system card demonstrates significant advancement in complex reasoning tasks, achieving 83rd percentile on Codeforces and 93rd percentile on AMC math competitions. For analytical aspects of...
Deployment by Industry
Prepare investor presentations, earnings materials, and financial narratives; manage communications with shareholders, analysts, and board members.
Capability Evidence
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Investor Relations represent a meaningful share of professional LLM usage. The study indicates 15%...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Investor Relations, the study estimate...
Google reports that Gemini integration in Workspace automates email responses, generates document drafts, and creates spreadsheet formulas from natural language. For tasks like Investor Relations, ear...
Deployment by Industry
Draft and maintain financial policies governing expense approval, procurement thresholds, travel reimbursement, and internal controls frameworks.
Capability Evidence
The Anthropic Economic Index analysis of real-world Claude usage patterns found that tasks related to Financial Policy Development represent a meaningful share of professional LLM usage. The study ind...
Google reports that Gemini integration in Workspace automates email responses, generates document drafts, and creates spreadsheet formulas from natural language. For tasks like Financial Policy Develo...
Cognizant and Oxford Economics analysed 18,000+ tasks across industries and found that Gen AI will impact 90% of jobs but fully displace very few. For tasks like Financial Policy Development, the stud...
Deployment by Industry