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Finance Long-Horizon Task Environments

Expert-defined finance work packages for research, financial modeling and review-ready professional deliverables.

Overview

Copula’s Finance Long-Horizon Task Environments are defined, constructed and validated by experienced finance practitioners. Each datapoint is a complete professional work package: the model must understand the business context and information boundaries, read multiple sources, verify facts, perform calculations, exercise judgment, and write or build a model. The result is a research report, financial model or other professional deliverable ready for review.

Tasks follow real professional workflows, testing long-context organization, cross-file reconciliation, financial calculation, regulatory and compliance boundaries, evidence construction and professional judgment. Task requirements, execution records and itemized criteria support evaluation of correctness, completeness and business usability, as well as supervised fine-tuning, preference learning and reinforcement learning.

Built for

  • Task environments for long-horizon finance agents
  • Evaluation of research and financial modeling
  • Post-training on expert-defined professional tasks

Featured samples

Prompt

As a medical device or dental healthcare analyst at a brokerage research institute, initiate coverage of Aidite (Qinhuangdao) Technology Co., Ltd. (301580.SZ) with an in-depth company report for institutional investors, helping portfolio managers judge the quality of the company’s medium- to long-term growth, its earnings leverage, its main uncertainties, and whether the current valuation is justified.

The research should be based on the reference materials provided and on information that was public and verifiable as of August 6, 2026; it must not use information from after that date, inside information, unverified rumors or fabricated data. The data cut-off date, valuation date, closing price, exchange rate and diluted share count are all stated on an August 6, 2026 basis. Distinguish company disclosures, government and regulatory documents, third-party materials and analyst assumptions; where the materials differ on policy status, project progress, business definitions or data, go back to the original source and explain which version is adopted and why. Policies, capacity, orders, price adjustments or new-business progress that have not materialized must not be presented as accomplished facts.

Independently identify the key drivers of the company’s medium- to long-term value, and organize the analysis by their impact on the earnings forecasts and valuation. Focus on the commercial synergy and profit model linking restorative materials and digital equipment; the relationship between equipment installations and repeat material purchases; the basis for estimating the average selling price of the core ceramic blocks; the competitiveness of overseas channels and certifications; domestic dental demand and the pass-through of dental implant price governance to upstream materials; the impact of changes in powder purchase prices and yttrium oxide prices, supply disruption, certification switching and the basis for price adjustments on market share and gross margin; and the growth potential of capacity construction, R&D investment and new businesses such as dental implants. Analyze the revenue and profit, inventory write-downs, minority interests, goodwill and integration effects of Warantec (Korea), and, drawing on accounts receivable, inventory, operating cash flow, capital expenditure, wealth-management assets, net cash, the balance sheet, and governance and incentive arrangements, set out a verifiable investment thesis, catalysts and risks. Also address observable verification indicators for product registration, quality recalls, overseas compliance and catalysts.

Independently build earnings forecasts for 2026–2028, forecasting at a minimum dental restorative materials, digital dental equipment, and other products and services separately; for core products, the forecasts should reflect the relationships among sales volume, price, capacity, product and regional mix, and cost. Link segment revenue and gross margin, operating expenses, investment income, the tax rate and the share-count basis through to net profit attributable to shareholders of the parent, earnings per share and the main financial statements; clearly distinguish historical actuals from forecasts, and state the source or estimation basis of each key assumption. Choose the valuation method according to the company’s profit stage, business structure and comparability, and independently give an investment rating, a target price or fair-value range, and the potential upside or downside, without presetting the direction of the rating.

Deliver a formal PDF report that opens normally and an XLSX model that can be recalculated. The report should follow the professional and compliance conventions of sell-side research and include an investment summary, key charts with sources, earnings forecasts and valuation, catalysts, risk warnings, forecasts of the main financial statements, rating definitions and the required disclosures. The PDF and XLSX should carry the same version number, and the model’s formulas should be checkable and reconcile; key data and charts should state the period, unit, traceable source, and the page number or link in the original material, and the conclusions in the text should be consistent with the model.

Real human-produced deliverables

Aidite · Initiation of coverage

Browsable · Document

Initiate coverage of a dental zirconia and digital-equipment maker from filings, announcements and policy documents, with a 2026–2028 forecast, valuation and rating delivered as a PDF report and a recalculable model.

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