Integration & migration
↗Calculate video API cost per usable result
Compare AI video generation costs using duration, resolution, output count, accepted results, and the difference between a quote and final settlement.
LLM APIs in practice
Practical field notes on model APIs, token costs, and the details that make an integration work.
Cost & token budgets
Calculate LLM API cost per completed task
Build an auditable token budget that includes input, output, repeated context, cache assumptions, retries, and minimum charges.
Read the articleMore field notes
From the Meldport team
Integration & migration
↗Handle AI API rate limits without duplicate work
Diagnose 429 errors, bound retry budgets, preserve request identity, and distinguish a lost response from a confirmed failed AI request.
Integration & migration
↗Leaving OpenRouter: a practical gateway migration checklist
Compare protocol coverage, model identity, routing controls, free models, and workload cost before moving an application to Meldport.
Cost & token budgets
↗Choose an LLM API using your input-to-output ratio
Calculate provider crossover points and see why a lower input price can still produce a higher bill for output-heavy work.