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Fifth Order

Financial intelligence for the frontier.

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Research at the frontier of finance.

Exploring how AI reasons, works, and improves in financial settings.

Benchmark · Fifth Order

Financial Workflows Benchmark

Models complete multi-step financial workflows: gathering evidence, interpreting statements and turning analysis into a usable answer. Evaluation considers whether the requested work is completed, calculations reconcile and conclusions remain supported by the available information. The score summarizes task performance on a 0–100 scale; higher values indicate stronger completion across the workflow collection.

RankModelScore
  1. 1
    xAIGrok 4.6 xHigh reasoning
    88.2%
  2. 2
    OpenAIGPT 5.6 Luna Max reasoning
    87.2%
  3. 3
    ZhipuGLM 5.3 Max reasoning
    82.2%
Research · Fifth Order

From Trading Rules to Reliable Backtests

A practical framework for testing financial reasoning across signal timing, execution assumptions, transaction costs and portfolio accounting.

Research · Fifth Order

Financial Reasoning Beyond the Final Answer

A structured approach to evaluating financial judgment through explicit assumptions, reconciled calculations and sensitivity analysis.

Explore research View benchmarks

Research Engine · Conceptual architecture

An intended architecture connecting financial sources, domain judgment, and structured research.

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Chapter 1: The Fifth Order Research Engine.

The Fifth Order Research Engine.

An intended architecture connecting financial sources, domain judgment, and structured research. Research agents, analysis agents, or an agent of choice would work through one core.

Shown: Fifth Order · Research agents · Analysis agents · Agent of choice

  • Fundamental data → Fifth Order
  • Risk data → Fifth Order
  • Portfolio data → Fifth Order
  • Trade data → Fifth Order
  • SEC filings → Fifth Order
  • Earnings transcripts → Fifth Order
  • Financial news → Fifth Order
  • X / Twitter → Fifth Order
  • Substack → Fifth Order
  • Podcasts → Fifth Order
  • Alternative data → Fifth Order
  • Academic research → Fifth Order
  • Research agents → Fifth Order
  • Analysis agents → Fifth Order
  • Agent of choice → Fifth Order
  • Fifth Order → Financial domain framework

For AI Labs

  • Financial training dataIntended direction
  • Expert evaluationIntended direction
  • Financial task setsIntended direction
  • Finance-specific failure analysisNear-term direction
  • Continuous evaluation pipelinesPlanned direction

For Investment Firms

  • Ongoing research supportService category
  • Structured analytical outputsService category
  • Custom research engine implementationNear-term direction
  • Workflow integrationPlanned direction
For AI Labs

Financial expertise that advances AI.

Expert-designed financial tasks, data and evaluations for frontier model development.

  • Financial tasks
  • Expert evaluation
  • Training data
Explore
For Investment Firms

Research systems that fit the way you work.

Connect your data, institutional knowledge and research workflows around the way your firm invests.

  • Connected research
  • Institutional context
  • Custom workflows
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If you're excited about the future of financial intelligence, we'd like to hear from you.

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