Specialist Production Partner
Training data for AI financial reasoning
We build complex, multi-tab Excel evaluation tasks for frontier AI labs. Each task is designed, constructed, and reviewed by professionals with real transaction experience.
Our network includes alumni from
The Problem
Generic platforms cannot produce institutional-grade financial training data
Financial modeling is one of the most judgment-intensive tasks in professional services. Getting it right requires years of transaction experience, not a weekend certification.
Most AI training platforms treat it like any other data labeling job. The result: models that can format a spreadsheet but cannot structure a deal.
Typical Approach
- Generalist contractors with limited finance exposure
- Rigid, platform-managed pipelines with high overhead
- Inconsistent quality across tasks and reviewers
- No systematic alignment between prompts, models, and rubrics
Model² Approach
- IB and PE professionals with real transaction experience
- Flexible delivery shaped around your evaluation needs
- Pod-based teams with mandatory peer review on every task
- End-to-end prompt-model-rubric alignment verification
What We Deliver
End-to-end training packages for financial reasoning
Golden Excel Models
Multi-tab, formula-driven financial models built to institutional standards. LBO, DCF, construction finance, franchise feasibility, and more.
Structured Prompts
Precisely scoped task prompts that mirror real-world analyst workflows. Each prompt maps directly to its golden model output.
Evaluation Rubrics
30+ binary criteria per task with sourced tolerances, negative-scoring items, and formula validation checks.
Calibration Data
Model response scoring, error classification, and performance benchmarking across task categories and difficulty tiers.
Quality Discipline
Six-stage workflow
Every deliverable passes through a structured quality process built around prompt-model-rubric alignment. Two consecutive QA failures result in offboarding.
Scope
Task architecture and complexity calibration
Build
Expert construction with institutional standards
Review
Independent peer review and error audit
Senior Review
Pod lead sign-off on quality and alignment
Deliver
Training-ready packages with full documentation
Calibrate
Performance data feeds back into expert selection
Ready to raise the bar on financial model evaluation?
Tell us what you are building. We will scope a pilot that demonstrates the quality difference.
business@model2.co