Intelligent inference management

Frontier AI performance at a fraction of the cost.

AI expenditure has become the largest uncontrolled variable cost.Moji Router manages AI inference and multi-turn agents to cut costs while maximising performance, across all of the model providers you use.

No commitment. We model a sample of your traffic and show the saving first.

The outcome

Watch the line item shrink.

The repeated context in a long session is the majority of what you pay for. Moji Router routes each session intelligently across the providers you already use, and the same workload costs less at equal quality.

Illustrative. Your measured traffic replaces every figure.

Invoice · monthlyfrontier APIs
Multi-turn inference  ·  intelligently routedwas $148,200
$148,200
/ month, after routing
Saved this month$0

Illustrative: a 30% net saving on the multi-turn share of your spend, measured on your own traffic.

Why now

The way people use AI changed. The bill changed with it.

Models got good enough to run for minutes and hours at a time.

without routingwith Moji Routerturns in a session →cost

Agents take many steps. Coding tools loop. Assistants hold long conversations. Every step resends the accumulated context: the system prompt, the history, the tools, the retrieved documents.

The tokens per session climb fast, and most of them are the same context, paid for again and again. The model bill now behaves like cost of goods: large, variable, and growing faster than revenue. It eats the gross margin software usually keeps.

Six months ago this barely registered, when sessions were short and the resent context was small. The repeated context is the majority of the tokens now, and that is where the saving sits.

Intelligent routing

The best model for every turn.

A SESSIONPROVIDERSROUTES EVERY TURNMULTI-TURN · LOOPSMoji Router

Illustrative. A session is not one prompt: agents loop and conversations run for many turns. Moji Router routes every turn to the provider that answers best for the lowest cost, across the providers you already use.

The economics
90%

Of a long session can be context you have already sent.

In a long agent session or conversation, the system prompt, the history, the tools, and the retrieved documents are sent again on every turn. That repeated context piles up until it is most of what you pay for.

Moji Router routes that workload intelligently across the providers you already use, so you stop paying full price for context you have already sent, tuned to your own traffic.

Illustrative. We measure the figure on a sample of your own traffic.

The product

You pick the point on the frontier.

For a given workload we plot the cost and quality of the routing options. The efficient ones form a frontier, and you choose your point on it: hold more quality, or set a tighter budget. The router stays inside the envelope you set.

We fit the frontier to a sample of your traffic, so the trade you see is your own.

cost per session →quality ↑on the frontieroff it
See your saving

See what you would save.

Move the slider for a rough sense of the saving, then we measure it on a sample of your traffic and show you the figure before any commitment.

$150,000
Estimated monthly saving$27,000

Illustrative. We replace it with the figure measured on your own traffic.

No number is final until we have measured it on a sample of your own traffic.