Studio workflow · Research pipeline

Turning research into reusable content

A studio research system that prepares mixed sources for analysis, retains run provenance, and adapts reviewed findings into useful formats.

Relationship
Studio development
Stage
Working studio system

Availability

Used as studio infrastructure rather than offered as a public product. Model evaluation to date is task-specific, not a general benchmark.

The problem

Research arriving through video, podcasts, articles, and documents becomes difficult to trace when it moves through multiple analysis tools and deliverable formats.

The contribution

JodyInk designed a two-stage system that preserves source provenance during preparation, hands the material to a selected analysis environment, and converts reviewed findings into a defined output.

Decisions that shaped the work

  1. Separate source preparation from analysis so the same material can move between backends without changing the intake model.

  2. Evaluate grounding as well as structure, and reject model candidates that fabricate sources even when their format appears correct.

What was implemented

  1. Eight preparation paths spanning video, podcast, web, and document sources, with manifests and retained source files.

  2. Four deterministic adapters for executive briefs, content briefs, study guides, and argument maps.

  1. Applied AI · Evaluation · Product managementRejecting a model is a useful resultWhat a small, task-specific evaluation revealed about source grounding, context pressure, and the value of a clear no-go decision.