AI Usage & Tokens

Sample data — design review

Daily user credits and the real token spend behind them

AI requests184,320

+11.2%Last 30 days

Input tokens12.4M

+9.8%67% of all tokens

Output tokens6.1M

+18.4%33% of all tokens

Total tokens18.5M

+14.8%Across all features

Avg tokens / request100

+3.1%Median 84

Estimated cost$1,170

Normal78% of $1,500 budget

User daily AI credits

What learners see. Credits are a simple, friendly unit — one credit is one AI action, whatever it costs us underneath. Unused credits expire at the daily reset so people come back.

Default daily limit

10credits per user per day

Reset time (MYT)

Limits by user level

Lv 1 – 3 · New5,120 users6 credits

Lv 4 – 7 · Regular4,880 users10 credits

Lv 8 – 11 · Advanced2,140 users15 credits

Lv 12+ · Power340 users20 credits

Individual overrides

Amir Hakim · BP-0210
Beta tester · expires 30 Sep
30 / day
QA Bot 01 · BP-9001
Internal test account — flagged for review
Unlimited
Mei Ling Tan · BP-0455
Community mentor
20 / day

Bonus credits — grant extra credits to a segment after an outage or during a campaign. They expire at the next reset like normal credits.

Monthly AI budget

The real spend behind the credits · cycle resets 1 Sep

78%Normal$1,170 used · of $1,500 monthly budget

Remaining

$330

Projected

$1,909 (127%)

Days left

At the current run rate this cycle ends at 127% of budget. Consider routing Practice traffic to model-mini.

Credits issued today

124,800

10 × 12,480 accounts

Credits used today

38,640

31% of issued

Expired at last reset

84,910

Unused credits do not roll over

Users at their cap

412

3.3% of daily actives

AI usage by feature

Model names are configured in Settings — nothing about the provider is hardcoded.

Validate Prompt

58,940 requests

5.9M$374

Improve Prompt

49,760 requests

5.0M$316

Test Prompt

38,180 requests

3.9M$246

Practice

24,420 requests

2.4M$152

Challenge

13,020 requests

1.3M$82