TokenOps: Optimizing Token Usage in LLM API Applications via Pre- and Post-Processing Layers
How extra text around each model call drives cost, latency, and energy use in enterprise AI systems.
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How extra text around each model call drives cost, latency, and energy use in enterprise AI systems.
Disclaimer: Figures reflect Chitrangana’s cumulative consulting experience since 2007. Select engagements involve vetted specialist partners, directed and overseen by the firm’s principals. Client details are withheld under confidentiality where requested. Third-party logos and trademarks belong to their respective owners. In India, Chitrangana operates as Chitrangana Consulting LLP (LLPIN: ACX-5858), continuing the practice established in 2007.
1 “1,850+ engagements” reflects comprehensive business architecture, strategy, and transformation projects delivered by Chitrangana between 2007 and 2026.
“100+ business models” refers to distinct commercial frameworks designed, validated, and scaled for clients.