01
Monitoring
Review of relevant operational signals.
MAINTENANCE & OPTIMIZATION
Implementation does not end on launch day.
Models, APIs, tools and processes change. Maintenance lets us observe the system, resolve issues and optimize it as the business evolves.
Discuss maintenanceEFFICIENCY
Token usage optimization
We review how context is built and used to reduce unnecessary information, redundant calls and consumption that does not improve the result.
Depending on architecture, this can include context and prompt design, model selection and routing, caching when viable, retrieval precision, result reuse and reducing unnecessary calls. We do not promise a universal savings percentage.
CONTINUITY
What maintenance can include
02
Incidents
Diagnosis and correction of system issues.
03
Integrations
Adaptations when APIs or tools change.
04
Tools & skills
Adjustments as requirements evolve.
05
Models
Evaluation or changes when they create a real improvement.
06
Usage
Optimization of context, calls and resource consumption.
07
UX
Improvements based on real use and feedback.
08
Evolution
Evaluation of new needs after launch.
QUESTIONS
Frequently asked questions
We review context, retrieval, model selection, calls and reuse to avoid unnecessary consumption without degrading the required result.
Maintenance can include adjustments to integrations, tools, skills, models and user experience so the system remains operational as its environment changes.