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Challenge

Vercel AI SDK Interactive Enterprise Cash Flow Pressure Simulator

Pre-IPO manufacturing and industrial firms require interactive cash flow forecasting models to stress-test working capital under revenue expansion. Build an interactive web forecasting application using Vercel AI SDK.

Business OperationsHosted by Vera
Challenge brief

What you are building

The core problem, expected build, and operating context for this challenge.

Build an interactive web-based cash flow simulation tool using Vercel AI SDK.

Delivery guide

How work is evaluated

Evaluation

Evaluates cash flow simulation output accuracy and working capital calculation.

Datasets

Challenge datasets

Public datasets, plus the private datasets you have access to.

Evaluation rubric

How submissions are scored

These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.

Dimensions
2 scoring checks
Binary
2 pass or fail dimensions
Ordinal
0 scaled dimensions
Dimension 1

simulation_calculated

Validates non-zero working capital gap result.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Dimension 2

forecast_accuracy

Accuracy of cash runway prediction • target: 0.95 • range: 0-1

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

What you should walk away with

  • Utilize Vercel AI SDK `useCompletion` and `useChat` hooks for dynamic financial model streaming

  • Build real-time interactive cash flow chart generators in React/Next.js

  • Simulate working capital cycles under different DSO (Days Sales Outstanding) constraints

Resources and assets

Reference links and supporting material

Dataset notes

Pre-IPO corporate financial statements and working capital benchmarks.

Challenge setup

Evaluates cash flow simulation output accuracy and working capital calculation.

Challenge input

JSON financial metric inputs

AI SDK

Mandatory framework requirement

Evaluated output

JSON simulated projection

Evaluation checks
  • Validates non-zero working capital gap result.
  • Accuracy of cash runway prediction • target: 0.95 • range: 0-1
Configured evaluation evidence
  • Benchmark: FinSim-Bench
  • Forecast Accuracy target: 0.95
  • 1 public reference case
Configured runtime
  • JavaScript execution harness
  • javascript sandbox (unavailable on Versalist)

Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.

View technical recipe

Configured tools

Action Space
  • Vercel AI SDK · Required
  • Sacred · Optional
  • Fixie · Optional
Orchestration
  • Vercel AI SDK · Required

Evaluation contract

  • simulation_calculated · Weight 1
  • forecast_accuracy · Weight 1

Metrics

  • forecast_accuracy · Target 0.95

Benchmarks

  • FinSim-Bench
  • general

Reference cases

  • 1 public reference case

Workflow tasks

  1. Task 1

    Input: JSON financial metric inputs

    Output: JSON simulated projection

    Execution harness: JavaScript

Evaluation tools

  • AI SDK · Frontend Framework

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about Vercel AI SDK Interactive Enterprise Cash Flow Pressure Simulator