Interactive engineering tools

Interactive AI and engineering decision tools

Four browser-based tools built from practical production AI and engineering decision patterns. Recommendations and estimates run locally and remain inspectable.

Prompt Advisor

Answer questions about task type, output format, grounding, audience, and constraints to receive an annotated, ready-to-fill prompt template.

LLM Strategy Advisor

Diagnose a knowledge, format, behaviour, cost, latency, or reliability gap and compare prompting, long context, RAG, fine-tuning, and hybrid implementation paths.

Decision Compass

Test reversibility, failure impact, evidence, operational ownership, and alignment before exporting a review-ready technical decision brief.

AI Cost Explorer

Compare selected OpenAI, Anthropic, and Google model prices in South African Rand, inspect the assumptions, and simulate a tenfold traffic spike.

The tools run in the browser without a model call. Visitors can explicitly continue with the portfolio AI after receiving a result.