→Navigara · Product·Adaptive Token Limits

Manage your Token limits
based on data.

A team hits its limit and asks for more. Navigara answers in seconds, against rules you set.

Trusted by engineering teams

Kiwi.comFinshapePartners BankaPurple TechnologyGreysonItrinityESETFTMOKeggSecond Foundation
NBudget exception · resolved automatically
Request

The Checkout team needs 30% more tokens

$14,300 → $18,590 per month · raised by the team lead · answered in 1.4s

Limit raised to $18,590Automatic · no approval needed
Effective capacity+12 engineers22 people delivering like 34 · 55% above the org average
Token efficiency$84.40of tokens per unit shipped · the most efficient of 6 teams · org median $119.84
Roadmap alignment87%of commits answer to a sequenced roadmap item · your bar is 75%
Days on the ceiling26 of 30Drew $14,180 of a $14,300 cap
What the spend went toGraded per commit
58%
19%
12%
5%
6%
Features 58%Maintenance 19%Tests 12%Docs 5%Fixes 6%
RevenueWaiting on it, in flight this week
  • $2.4MENG-2841 · Guest checkout rewrite, 3 of 5 sprints
  • $900KENG-2903 · Card vault migration, on track
  • $450KENG-2917 · Address validation, in review

The tokens being asked for move this queue 75% faster.

Reason sent to the team

Cheapest unit of delivery in the org, and it has been on its ceiling since the 4th. At this team’s rate, the $4,290 it is asking for buys roughly 51 more ETV a month. The same money at the Mobile team’s rate buys 9.

01The approval

The person approving your AI budget has never seen your roadmap.

Approve everything and the ceiling means nothing. Decline on instinct and you throttle whichever team happened to ask.

Nobody has given them anything to judge with.

The same spend produces very different amounts of delivered workSAME SPENDDELIVERED$12,000142$12,00026ETV, SAME MONTH

The amount is not the question

Whether $12,000 is a lot depends on what the last $12,000 produced.

Pull request counts climb while delivered work stays flatPULLREQUESTSDELIVEREDETV

Volume is not delivery

Commit counts inflate when work gets cheaper to produce.

The order requests arrive in does not match which team is throttledORDER ASKEDACTUALLY CAPPED

The loudest team is not the neediest

Requests arrive in the order teams think to send them.

02The benchmark

The biggest number on the screen is almost never the problem.

Token spend is not normally distributed, so a list sorted by spend puts the heaviest agent users on top and the answer writes itself. Add what each team delivered and the order comes apart.

Last 30 days · six teams$52,850 drawn of $58,500
TeamDevsCapSpentDeliveredAI spend / ETVRoadmap alignedPerf
Checkout team26d at cap
22$14,300$14,180168 ETV
$84.40
87%+14%
Payments team
16$10,400$8,94074 ETV
$120.81
68%+6%
Platform team
14$9,100$8,61037 ETV
$232.70
54%+3%
Search team19d at cap
12$7,800$7,76083 ETV
$93.49
76%+9%
Mobile team
12$7,800$7,34016 ETV
$458.75
31%-8%
Growth team
14$9,100$6,02063 ETV
$95.56
82%+11%
Org90$58,500$52,850441 ETV$119.84

Sorted by spend, the Checkout team is the obvious cut. Sorted by cost per ETV, it is the cheapest thing you own.

03The rules

Set the rules and the policy once. We automate the rest.

You write the conditions under which a team earns more room, and the limits follow. Three factors are on screen below, around twenty more are available, and none are on by default.

Your rules

Set once, by the person who owns the budget

  • Roadmap alignmentabove 75%
  • AI efficiencycost per ETV falling
  • Engineering performancedelivered ETV rising
  • + 20 other factors
Mode
Apply automaticallyPropose, and I approve
Next month's limits6 of 6 resolved
  • Checkout team✓ 87% Roadmap alignment, above 75%, clears✓ -22% AI efficiency, cost per ETV falling, clears✓ +14% Engineering performance, delivered ETV rising, clearsLimit raised

    Cheapest unit of delivery in the org, and it has been on its ceiling since the 4th.

  • Payments team✕ 68% Roadmap alignment, above 75%, misses✓ -4% AI efficiency, cost per ETV falling, clears✓ +6% Engineering performance, delivered ETV rising, clearsHeld at current

    Alignment is under the bar and the cap is not binding. More tokens would not move it.

  • Platform team✕ 54% Roadmap alignment, above 75%, misses✕ +9% AI efficiency, cost per ETV falling, misses✓ +3% Engineering performance, delivered ETV rising, clearsLimit reduced

    Sixty percent of the month went to maintenance and fixes with no issue behind it.

  • Search team✓ 76% Roadmap alignment, above 75%, clears✓ -14% AI efficiency, cost per ETV falling, clears✓ +9% Engineering performance, delivered ETV rising, clearsLimit raised

    Second cheapest unit of delivery, and it hit the ceiling on nineteen of thirty days.

  • Mobile team✕ 31% Roadmap alignment, above 75%, misses✕ +34% AI efficiency, cost per ETV falling, misses✕ -8% Engineering performance, delivered ETV rising, missesLimit reduced

    Forty percent of the spend went to fixing work the same team shipped last quarter.

  • Growth team✓ 82% Roadmap alignment, above 75%, clears✓ -18% AI efficiency, cost per ETV falling, clears✓ +11% Engineering performance, delivered ETV rising, clearsLimit raised

    Every rule passes. The team is cheap per unit because it stops work that is not landing.

Six decisions, none of which reached anyone’s inbox. The two teams on their ceilings got more room, paid for by the two spending on work nobody sequenced.

What a team actually experiences.

Nothing is silent and nothing is final. Every decision carries its reasoning, and a person is one click away.

  1. 01

    The cap binds

    A team draws down its budget and stops.

  2. 02

    It asks for more

    One click. No business case, no thread to chase.

  3. 03

    Answered in seconds

    Approved or declined against your rules, reasoning attached.

  4. 04

    Escalate any time

    Not convinced? It goes to a person, same evidence attached.

  5. 05

    Re-checked next month

    If the numbers behind it move, a person is warned.

04The envelope

Give us a fixed budget. We will handle the distribution.

A flat per-seat cap splits the budget by headcount, which has nothing to do with who converts tokens into shipped work. The total below does not move. Only the split does.

AI budget envelope · $58,500 a monthUnchanged
Flat, per seat650 dollars a head, 90 heads
Checkout$14,300
Payments$10,400
Platform$9,100
Search$7,800
Mobile$7,800
Growth$9,100
Adaptive, same totalSplit by what last month's tokens turned into
Checkout$18,590
Payments$10,400
Platform$6,460
Search$9,360
Mobile$3,120
Growth$10,570
Checkout team
$14,300$18,590+4,290
Payments team
$10,400$10,400no change
Platform team
$9,100$6,460−2,640
Search team
$7,800$9,360+1,560
Mobile teamAt floor
$7,800$3,120−4,680
Growth team
$9,100$10,570+1,470

The Mobile team sits on its floor, at 40% of the flat cap. No policy can take a team to zero, and the floor is a number you set.

05The scorecard

Three numbers tell you if the budget is working.

What the AI added in capacity, what each engineer of it cost, and how much of it went to the roadmap. Each one against a target you set.

Capacity

How much more can my team ship?

Engineers of capacity the output is worth, on top of the people actually employed.

Capacity: +326
+326engineers of capacity90-day trend +18%
Target+260
Capacity added
AI Spend

What does that capacity cost?

What one engineer’s worth of added capacity costs a month in AI spend. Lower is better.

AI Spend: $696
$696per added engineer90-day trend +8%
Target$600
AI spend per added engineer
Roadmap Alignment

Is that capacity on the roadmap?

How much of the output it bought lands on roadmap priorities, not just volume.

Roadmap Alignment: 48.6%
48.6%align with roadmap90-day trend −11%
Target75%
Align with roadmap
Unaligned
06Guardrails

An automated limit is a cap with better aim. It can still be aimed badly.

Output data is easy to misuse. The last of these four is where we suggest starting.

Limits can move per team or per person; per team is the defaultPER TEAM · DEFAULTPER PERSON · AVAILABLE

Team level by default

Both are available. Team is the default, because a number beside a name gets optimised.

A falling limit stops at the floor instead of going to zeroFLOOR

Every team has a floor

A rule can restrict a limit, never remove it. You set the floor.

The same team scores differently against the roadmap and against its own mandateVS COMPANY ROADMAP54%VS THE MANDATE IT WAS GIVENQ3 MIGRATION · 91% ON MANDATE

A mandate beats a metric

Alignment is scored against the work a team was given, not the roadmap in the abstract.

Decisions are drafted in review mode before the policy applies themPROPOSEDAPPLIED

Propose before it applies

Review mode drafts the decisions first. Switch it on when you stop disagreeing.

07Monday morning

What this changes.

  • Answer whether a team deserves more tokens with numbers, not a feeling

  • Stop throttling the team shipping the most roadmap because it had the biggest bill

  • Take the exception queue off your desk without giving up the ceiling

  • Tell the board the AI line moved because delivery moved

→Start here

Stop managing AI on vibes.
Let Navigara do it.

Start in review mode: the policy drafts the decisions and you compare them against your own. Turn it on when the two stop disagreeing.