Model choice, prompt length, caching and batching typically move LLM spend by 10× before any hardware decision. Routing easy requests to small models and caching frequent answers are the highest-ROI levers.

Reading in Plain English mode — toggle below to switch

Model choice, prompt length, caching and batching typically move LLM spend by 10× before any hardware decision. Routing easy requests to small models and caching frequent answers are the highest-ROI levers.

Career Insight

medium demand

Why it matters

Owning the AI cost line item makes you visible to leadership fast.

Skills to learn

Instrument cost-per-request by feature, then route the cheapest 60% of traffic to a smaller model and compare quality.

Relevant for ~12 months · generated by the enrichment pipeline

Career Insight

medium demand

Why it matters

Owning the AI cost line item makes you visible to leadership fast.

Skills to learn

Instrument cost-per-request by feature, then route the cheapest 60% of traffic to a smaller model and compare quality.

Relevant for ~12 months · generated by the enrichment pipeline