KHUN CAMP
SYSTEMS · LEVERAGE · FREEDOM
The $499 AI Workload Routing Audit. One meeting. A CFO can sign off on the math.
Most early-stage SaaS founders are running 30 to 50 percent of their AI workload on the wrong model. GPT-4 and Claude Opus are doing tasks that GPT-4o-mini or Claude Haiku could handle. Premium spend, mid-tier work. Margin leaks quietly. This audit finds the leaks and outputs the routing strategy that closes them in 90 days.
30 to 50%
Workload on wrong model
90 days
To measurable cost cut
What you get
- A model-by-task routing table. Every recurring AI task in your stack mapped to the cheapest model that still hits your quality bar. Includes the math behind each routing decision so a CFO or finance lead can sign off without needing to learn LLM pricing.
- A 90-day cost reduction projection. Conservative, expected, and aggressive scenarios with the assumptions visible. You see what changes if volume scales 2x or 5x.
- The 3 quickest-payback routing switches you can ship this week. Specific task, current model, recommended model, expected savings per 1,000 calls.
- A drift-fix protocol. What to recheck every 60 to 90 days when the model layer changes underneath your install. Generic playbook, applies to any LLM-backed workflow.
- A short written summary of the meeting. Sent within 48 hours. Built so you can forward it to a co-founder, an investor, or a finance partner without translation.
Who this is for
SaaS founders, ops leaders, and product teams in the $1M to $50M revenue band who are already running AI in production and feel like the bill keeps creeping. If you have not deployed AI yet, this is the wrong audit. If you have, and you cannot point to which model is doing which task and why, this is the right one.
Who runs it
SC
Shawn · Khun Camp
B2B AI install operator. Routes production AI workloads for SaaS and service operators. Based in Da Nang, runs the audit live over video.
If the math does not work, we do not pitch you on anything after. The audit ends with the routing strategy. There is no upsell waiting at the end. If your stack is already optimal, the meeting ends with a "you are good, here is what to watch over the next quarter" and that is the deliverable. We do not sell installs that we plan to abandon.
The 90-day path after the audit
If you implement the routing yourself: you do. The audit hands you everything you need.
If you want Khun Camp to implement: separate scope, separate quote, transparent pricing. Drift-fix-as-warranty is included in any ongoing engagement. The install is no longer a one-time bet. It is a compounding asset.