15
Badanie BCG wśród 940 marketerów i specjalistów agencji influencer marketingowych; tylko 15% respondentów ma dojrzały model operacyjny
BCG2026global
Operational practices for LLMs: managing prompts, models, context, token costs, security, quality evaluation, monitoring, and version control. It is a specialized subset of MLOps.
Why it matters
Maintains order in working with language models: versioning prompts, measuring response quality, and tracking token costs. Without it, every prompt change becomes an experiment in production.
What's missing without it
Without operational practices, AI costs grow unnoticed, and quality degradation is only discovered after user complaints.
When it is used
When language models are used in production: generating content, powering chat, processing documents.
How we use it
Comparing models and prompts based on article quality, cost, and brand consistency.
Numbers worth knowing
LLMOps in data
40%
Nowy model Claude Opus 5.5 ma kosztować 40% mniej niż Opus 5 przy typowych zadaniach
Anthropic09/2026global
10%
Model 10-20-70 BCG: 10% algorytmy, 20% technologia i dane, 70% ludzie, organizacja, procesy
BCG2026global
3
model opracowany przez Faculty (firmę AI przejętą przez Accenture) dla NHS England; AI wspierała decyzje, ale odpowiedzialność pozostawała po stronie liderów NHS
Accenture09/2026Europe