Use-case assessment
Identify suitable tasks, expected value, data constraints and where a simpler approach may work better.
04 / APPLIED AI
AI development.
Useful by design.
Explore AI-enabled applications, LLM integrations and business workflow automation around a defined task. GoodTwig helps scope the use case, build a prototype and evaluate output quality, data boundaries and operating costs.
Discuss this serviceWHAT WE CAN WORK ON
Concrete work.
Useful deliverables.
The exact deliverables, depth and timeline are agreed in your proposal. Here are the areas an engagement can cover.
Prototypes & integrations
Explore a bounded assistant, knowledge workflow or automation using the tools and systems agreed for the project.
Evaluation & review points
Define representative test cases, quality checks and the points where a person reviews or approves an output.
Rollout planning
Document provider dependencies, expected running costs, data handling and practical limits before wider use.
PROJECT TYPES
Where this work can help.
A few examples of work we can scope around your requirements.
An internal knowledge assistant
Explore answering questions from approved business content, with clear sources, access rules and a fallback when an answer is uncertain.
A document-processing workflow
Evaluate extraction, classification or drafting against representative examples, with review steps for important output.
An AI feature in an existing product
Prototype a bounded feature and assess whether it improves the user journey enough to justify its complexity and running costs.
GOOD TO KNOW
Before you decide.
Is AI the starting point for every project?
No. The business problem comes first. Conventional software, a simpler workflow or an existing tool may be the better fit.
How are AI quality and sensitive data handled?
Evaluation and data boundaries are part of scoping. AI can produce inaccurate output, so important results need suitable review. Sensitive information should only be used with an agreed handling approach.