You don't need one model for everything. You need the right model for each request.
The gap between the cheapest and the most expensive model that can do your job is often 10× or more. We benchmark the options against your actual workload, build the routing layer, and give your finance team the per-request unit economics they've been waiting for.
What we do
Six things we take on
Cost audit
We take a week of your traffic, replay it through the alternatives, and give you a per-request price sheet. Every job, every model, every hallucination rate. One report.
Router implementation
We build the routing layer — classifier, fallback, retry, cost cap, per-tenant budget. Yours to run, in your infrastructure, on your gateway of choice.
Quality benchmarking
Cheap is only cheap if the answer is right. We build an eval harness against your real prompts and score every candidate model on the metric that matters to you, not to the leaderboard.
Per-request unit economics
Instrumentation that answers what one customer conversation costs you — not what your monthly bill is. The number your CFO is going to ask for.
Cache strategy
Semantic cache, prompt cache, embedding cache. Which layer for which workload. We build the one that pays back inside the first month.
Vendor contract review
Reserved capacity, committed spend, negotiated rates. What to ask for. What you're leaving on the table. What the honest fallback plan looks like if a provider raises prices or deprecates a model.
Why us
Our own workloads are multi-model. Yours can be too.
OpenClaw routes across Claude, GPT, Gemini, and open-weight models depending on what the job needs. We built that infrastructure because we hit the same wall you're hitting. The engagement leaves the routing layer in your repo, not on our servers.
Best for
- ›Teams whose LLM bill just doubled. You need a defensible number before the next board meeting.
- ›Teams shipping to price-sensitive markets. GCC, Southeast Asia, Latin America — where a two-cent API call breaks the model.
- ›Teams locked to one provider. You want optionality without the six-month migration project.
- ›Teams building agent products. Agent loops multiply cost per interaction. Routing is the difference between profitable and not.
Every model has a job. Not every job needs the biggest model.
Book a 30-minute call. Bring one week of traffic, or a sample workload, and we'll tell you within the call what routing would save you.