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Use-case preset

Financial analysis cost calculator

Analyze 10-K filings and financial reports; accuracy over speed.

A financial analysis pipeline ingesting 10-K filings, earnings reports, and balance sheets to produce summaries, ratio tables, or risk assessments. Documents are dense and long; outputs are targeted analysis — hence the 80/20 split and 32k context window to hold a full annual report. Latency is best-effort; financial analysts tolerate multi-second waits for thorough analysis.

Accuracy and numerical fidelity matter more than cost here. Quantized models sometimes produce subtle arithmetic errors on financial figures; benchmark carefully before deploying smaller or quantized variants. Caching is minimal (10%) since each filing is a unique document. The dominant cost lever is context discipline: chunking a 200-page 10-K into focused sections (income statement, risk factors, MD&A) and running targeted extractions costs far less than stuffing the entire document into one prompt and asking a broad question.

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