Simulating realistic Customer support chatbot parameters (3,500 in / 350 out with 70% cache reuse). Databricks DBRX Instruct delivers a 5% cost reduction over DeepSeek V4 Pro.
| Traffic Volume Tier | DeepSeek V4 Pro Monthly | Databricks DBRX Instruct Monthly | Monthly Savings by picking Databricks DBRX Instruct |
|---|---|---|---|
| 1,000 reqs/mo (Dev/Testing) | $2.88 | $2.73 | Save $0.1498 / mo |
| 10,000 reqs/mo (Small App) | $28.798 | $27.30 | Save $1.498 / mo |
| 100,000 reqs/mo (Growth Production) | $287.98 | $273.00 | Save $14.98 / mo |
| 1,000,000 reqs/mo (Scale SaaS) | $2,879.80 | $2,730.00 | Save $149.80 / mo |
Databricks DBRX Instruct is 5% cheaper for Customer support chatbot workloads. At standard Customer support chatbot parameter ratios (3,500 input tokens, 350 output tokens, 70% cache hit), Databricks DBRX Instruct costs $0.00273 per request compared to $0.00288 on DeepSeek V4 Pro.
DeepSeek V4 Pro offers a context window of 1,000,000 tokens (max output: 384,000), while Databricks DBRX Instruct offers 32,768 tokens (max output: 4,096).
At 100,000 requests per month, using Databricks DBRX Instruct saves $14.98 every month (or $179.76 annually) compared to DeepSeek V4 Pro.
Cache the system prompt and static documentation chunks — cached input is often 4–10× cheaper. Route simple FAQ turns to a nano-tier model and escalate only complex tickets. Cap max_output per reply; support answers rarely need more than a few hundred tokens.