Reuse completed steps
Keep completed LLM results when a later step fails.
Explore the implementationAgentic Code-Level Cloud & LLM Optimization
Lower LLM workflow costs through saved steps, model routing and leaner context.
Combined recurring savings$8,883 / month
About 30% lower recurring workflow costs.
Before$29,662
After$20,779
Normalized to 485,000 incoming tasks per month. Includes $295 in new recurring costs. Excludes the service fee and $1,145 in one-time transition costs.
Three changes in the same workflow
A customer-service SaaS platform used LLMs to prepare knowledge-base answers, extract ticket fields, summarize conversations and prepare CRM records. Completed calls could run again after a failure. Routine steps used Sonnet, and retrieved context contained overlapping passages.
VorkLab changed orchestration, model routing and prompt assembly together. The reported saving covers the combined intervention; it is not split into separate savings for each change.
Choose a model for each step
Route routine extraction and summaries to Haiku, with validated fallback to Sonnet.
Explore the implementationReduce repeated context
Deduplicate retrieved passages and keep stable instructions at the start of the prompt.
Explore the implementationHow the result was calculated and checked
One financial breakdown, with the normalization basis, token billing, evaluation scope and transition costs.
Read results & verification24 daysReported implementation duration
2 full monthsVerification at 100% traffic
Review your own workflow costs
Start with the billing and the execution path behind it.
Agentic Code-Level Cloud & LLM Optimization
Request a free billing review
Accepted projects have no upfront service fee. Fixed fee: 30% of verified net savings over 12 agreed months, after approved transition and additional operating costs.