Agentic AI Capability

Every model call is budgeted, metered and routed before it runs.

A language model charges for each call it answers, and the calls fall in two places: while a policy is being written, and while an agent runs.

WHAT ASKS FOR A MODELTHE TOKEN MANAGERWHERE THE CALL GOESPlanner Agentintent in plain languageRule discoverypatterns in past decisionsRecommendationsthe basis put into wordsFree text in a stepa note a rule readsCloud modeldesign time · token costModel in your estaterun time · zero token costThe agent ledgercost per agent and decisionBudget warningthe owner hears early01Check the budgetfor the agent, the team andthe month02Choose the routethe cloud model or themodel in your estate03Meter the calltokens in, tokens out, timetaken04Record the costagainst the agent and thedecisionevery call is checked, routed, metered and recorded
Requests arrive on the left. The token manager checks, routes, meters and records, and the reading reaches the agent ledger. Showcase estate.
Zero
token cost at run time in the live PO cancellation deployment
production
$1,284
of model cost over eight weeks in the showcase estate
showcase estate
40
runs of the cancellation agent over those eight weeks, once each working morning, all on the model inside the estate
showcase estate
26%
of organisations have real-time visibility of AI operating cost (KPMG, June 2026)
dated source
Where this sits

Stage 6 of six: learn

Step by step

What happens between a request for a model and the answer

Five steps; three of them run before the model reads the request.

ONE MODEL CALL, FROM THE REQUEST TO THE RECORDED COST01A call isrequestedan agent or a person needshelp with language02The budget ischeckedthe agent’s month, theteam’s month and the cap03The route ischosenthe cloud model at designtime, your own at run time04The call ismeteredtokens in, tokens out andthe time it took05The cost isrecordedagainst the agent, theteam and the decisionthe recorded cost sets next month’s budget
The first three steps run before the model sees the request. The last two run after the answer arrives.

Model cost follows the shape of the product. At design time a person states intent in plain language, and the cloud model of your choice reads that intent and drafts the policy: tokens in, tokens out, a price per call. At run time the Lima Rules Engine executes the published rule.

Where a run needs help with language, it calls the small language model that runs inside your estate. That model serves the published plan, sits on your own hardware and carries zero token cost per call, so the cost of a thousand runs matches the cost of one.

The token manager sits in front of both. Before a call it reads the budget for the agent, the budget for the team and the cap you set for the month. It then picks the route the link allows: the cloud model at design time, the model in your estate at run time.

After the answer it records the reading: tokens in, tokens out, the time taken, the model that served it and the decision it belonged to. That reading joins the decision record, so a cost per decision is a figure your team reads on any agent.

Budgets

A budget for each agent, each team and each month

Budgets are read before the call, so the month stays inside the figure your finance lead approved.

Token manager · budgets · September 2026 · read on Wednesday 30 September
PO cancellation agent$1,210 of $2,500
Rule discovery · inside that budget$530 of $600
Purchasing team · all model calls$1,210 of $6,000
Safety stock role · designedyet to be built · would be budgeted here
Lead time drift role · designedyet to be built · would be budgeted here
Run time · the built agentzero token cost

Showcase estate, with one built agent. The amber row is above the warning line the team set at 80%. The safety stock and lead time drift rows are designed roles from the agent blueprint, yet to be built, with zero spend; they show what the screen would hold once several roles are built. blueprint

A budget is a figure per month, set by the person who owns the agent or the team. Juno reads it before every call, so a month of work stays inside the number a finance lead approved. The warning line sits where your team puts it; 80% is the usual starting point.

Above the warning line the owner hears the same day, in the manager report and in the alert route the team uses. The figure shown is the spend so far, the budget and the days left in the month.

At the cap, work that carries a person continues and scheduled work waits. A planner writing a policy keeps the session; rule discovery, which runs on its own schedule, waits for the next month or for a raised budget.

Raising a budget is a change like any other: a named owner makes it, and the change joins the version history with the person and the minute on it. KPMG, June 2026, found that 36% of organisations set usage or token budgets at all, so this is still the minority practice.

Where the cost lands

Six kinds of call, and the model each one reaches

Design time carries the token cost; run time runs on the model inside your estate.

Kind of callWhen it happensWhich model answersWhat it costs
Reading a planner’s intentDesign time, while a policy is writtenThe cloud model of your choiceTokens in and out
Drafting the planning tableDesign time, in the same sessionThe cloud model of your choiceTokens in and out
Rule discoveryA scheduled task over past decisionsThe cloud model of your choiceTokens in and out
Putting a basis into wordsRun time, on each recommendationThe model inside your estateZero token cost
Reading free text in a stepRun time, inside a published planThe model inside your estateZero token cost
Explaining a drift findingRun time, when a reading leaves its rangeThe model inside your estateZero token cost
EIGHT WEEKS OF MODEL CALLS, BY WHERE THE CALL WAS MADEAuthoring the PO cancellation policy$420 · 62 callsSimulating and refining it$260 · 38 callsRule discovery over six weeks$604 · 112 callsRun time · 40 runs of the agentzero token costshowcase estate · one agent · the cloud model is priced by tokens · run time uses the model inside the estate
Design-time calls carry a price per call. Run-time calls use the model inside the estate and carry zero token cost. Showcase estate.
At the cap

What Juno does when a budget runs low

The cap holds the scheduled work; the work a person is doing carries on.

1
Read the budget before the callthe agent’s month, the team’s month and the cap your team set
checked
2
Warn at the line you choosethe owner hears the same day, at 80% in the showcase estate
owner told
3
Keep the work a person is doinga planner authoring a policy carries on to the cap
continues
4
Hold the work that can waitrule discovery waits for the next month or a raised budget
waiting
5
A named owner decidesraise the budget, move it between agents, or let the work wait
owner decides
6
Record every readingeach call joins the agent ledger and the decision record
recorded

Run time stays steady through all of this, because the model inside your estate answers those calls and carries zero token cost. An agent keeps deciding, keeps drafting and keeps writing back while a design-time budget is being discussed.

Gartner, 25 June 2025, expects over 40% of agentic AI projects to be cancelled by the end of 2027, and names cost among the three reasons. A budget per agent, read before every call, is the control that answers it.

The running example

The Friday and the eight weeks after it: $1,284 of model cost

Showcase estate.

The running example

On the Friday from 09:00 L. Tan stated the PO cancellation policy to the Planner Agent, with D. Okafor named as the approver of every action it drafts. The session made 62 calls to the cloud model, read 41,000 tokens and wrote 9,200, and cost $420 against the purchasing team’s September budget. Simulating and refining it through the middle of that day added $260.

From 13:30 that afternoon the cancellation agent ran on the published rule, once each working morning: the cancellation agent ran 40 times over the eight weeks, each run reading the rule store and calling the model inside the estate for wording, at zero token cost. It is the one agent built in the showcase estate, so those 40 runs are the whole of run time. Rule discovery, which reads six weeks of decisions on a schedule, added $604. J. Harrison read the eight weeks as one figure: $1,284 of model cost, against 40 runs of the cancellation agent and 212 drafted actions.

Next capability

Your choice of language model

How a model link is made, what the boundary rule allows across it, and how a live handshake confirms the link before it serves.

How this is usually done

A bill that arrives after the month

The difference is whether the cost is known before the call or after the month.

Consumption pricing is the common pattern for agents, and the unit differs by vendor: a credit, an action, a conversation, a resolution. The spend depends on how an agent was designed, which makes a forecast hard before go-live and a surprise likely after it.

KPMG, June 2026, found that 26% of organisations have full real-time visibility of AI operating cost, and PwC, May 2025, found cost tied with security as the top barrier to agents. Juno answers both with a budget read before the call and a cost figure per agent and per decision.

Terms on this page
TokenThe unit a language model is priced in: a few characters of the text that goes in and comes out.
Token managerThe part of Juno that budgets, routes, meters and records every model call.
BudgetA figure per month for one agent, one team or one kind of work, read before each call.
RouteThe choice between the cloud model of your choice and the model that runs inside your estate.
Meter readingWhat one call used: tokens in, tokens out, the time taken and the model that served it.
Cost per decisionThe model cost recorded against one decision, read beside the value that decision produced.
Questions
Why does run time carry zero token cost?

Run-time calls go to the small language model that runs inside your estate, on your own hardware. The rules engine does the deciding, so the model is asked for wording alone.

Can we set a budget per agent and per team at the same time?

Yes. Juno reads the agent budget, the team budget and the monthly cap before each call, and the tightest of the three applies.

What does a cost per decision include?

The metered cost of the model calls that belonged to that decision. Design-time calls are recorded against the policy and shared across the decisions made under it.

Does a budget stop an agent from acting?

Run time carries on, because those calls use the model inside your estate. A cap holds design-time work such as rule discovery until an owner raises the budget.

In the platform

Where Juno sits among the four capabilities

Each one builds on the one before it.

One shared foundationCatalogLineageAccess policyWrite path

See Juno answer and act on your own data

Bring two systems and one decision your planners make every week. In the first week we register the data, confirm the mapping with your team, answer your questions in ChatLima and run the first agent at the level you choose.