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use cases / 04

document intelligence

work through financial documents as connected evidence, including tables, footnotes and changes between reporting periods.

artificial hedgefx series
financial workflows
04 / workflow briefresearch direction / document intelligence

the financial question

read the detail that changes the analysis.

working context

text · tables · footnotes · periods

workflow anatomy

from the evidence
to the review.

01

inputs / evidence

establish the context.

source documents, tables, footnotes, and reporting context.

define the source material and constraints relevant to the question.
02

reasoning / research focus

keep the reasoning inspectable.

locate the figures and disclosures relevant to a question; compare language and reported values across documents; keep source references alongside extracted information.

these are the research tasks guiding development of the model.
03

intended output / review

prepare the next review.

document analysis with source context.

the source references that should stay alongside extracted figures, disclosures and document comparisons.
illustrative workflow

this brief describes an intended research direction. model behaviour, availability and integration details remain subject to evaluation.

review questions

make the criteria
part of the question.

use these questions to frame a workflow discussion and the review you would expect from its output.

  1. 01

    locate the relevant detail

    which documents, tables and footnotes are relevant to the question?

  2. 02

    compare in context

    what changed in the language or reported values between reporting periods?

  3. 03

    retain the reference

    can each extracted figure or disclosure be traced back to its source context?

take the next step

bring the work.
shape the brief.

the useful starting point is the task, the evidence behind it, and how you would judge a model within the workflow.

prepare an enquiry brief
your task
the source documents, reporting periods, target figures or disclosures, and the comparisons you want to make.
the evidence
source documents, tables, footnotes, and reporting context.
intended output
document analysis with source context.
your review
the source references that should stay alongside extracted figures, disclosures and document comparisons.
discuss document intelligence

the next step

bring the context.
shape the question.

discuss how your workflow could inform the model research.

discuss a use case

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