A 70% prompt-token reduction without losing the answer (anonymized)
Mid-market SaaS company, support-deflection chatbot, $34K/month OpenAI bill. Six weeks of work, prompts down 70%, accuracy flat. Bill dropped to $11K/month.
Case studies
Engagement narratives, anonymized — what we did, what it measured, what it cost.
Mid-market SaaS company, support-deflection chatbot, $34K/month OpenAI bill. Six weeks of work, prompts down 70%, accuracy flat. Bill dropped to $11K/month.
Regional law firm using OpenAI for document classification and clause extraction at $42K/month. Migrated to on-prem Llama-3.3 70B with custom calibration. New monthly bill: $4,200 amortized, paid back in 9 months.