Product strategy and management
Frame the problem, set scope and priorities, define acceptance criteria, and carry consequential decisions into verifiable delivery.
Operational data, ready for reviewAbout JodyInk
JodyInk is an independent product and creative studio.
Through client engagements and studio-led development, JodyInk designs software, AI-assisted workflows, data systems, and research-driven content. The work moves from defining the right problem to making and testing a useful response.
Capabilities, demonstrated
Applied AI
Prepare sources, integrate models, structure generation, evaluate task-specific behavior, and design review around the parts that can go wrong.
Evidence attached to AI-assisted writingSoftware and data engineering
Build application architecture, data models, transformations, imports, recovery, and inspectable systems for work that has to remain useful as requirements change.
Making reporting logic inspectableResearch and content systems
Organize evidence and close reading into durable editorial structures, then adapt the work into briefs, scripts, audio, and other reusable formats.
Turning research into reusable contentHow JodyInk uses AI
AI supports research preparation, implementation, critique, and content production. JodyInk defines the task, selects the source material, and tests the resulting work against explicit requirements. When AI becomes part of a product, its behavior and limitations become part of the product design.
That standard changes decisions. In one task-specific model comparison, a candidate was rejected after it fabricated source references and failed required output structure. This site followed the same pattern: AI helped examine the project record and produce the work; source files, representative tests, and rendered pages were used to check what the site could claim and how the built pages behaved.
See the research and content workflow