Engineering · AI leverage
AI usage & agent loops
Every AI job is a unit of work made of loops (agent iterations). We tie tokens and dollars to shipped value — not just raw usage.
avg · 90 days
Tokens / shipped feature
2.50M
avg · 90 days
Loops to merge (avg)
4.3
agent iterations per merged job
AI-authored
58%
of merged changes
Spend / week
$600.67
8.9 features/wk avg
More effective AI
Before Acqualytics → now
after assessment + remediationTokens / feature
4.6M→2.1M
less waste per shipped feature
Loops to merge
7.6→3.6
fewer agent iterations
Features / week
0.7→10.6
more shipped value
Value, not just usage
Tokens & cost against features shipped
per weekTokens (M)FeaturesCost ($)
The loops
Recent AI jobs
job → loops → outcomeForm A grid migration
mergedclaude-opus-4 · nwg-quotefix#812 · 3 loops
Tokens
1.80M
Cost
$41.20
| Loop | Tokens in | Tokens out | Files | Tests added | Result |
|---|---|---|---|---|---|
| #1 | 620.0k | 160.0k | 14 | 6 | partial |
| #2 | 480.0k | 130.0k | 9 | 8 | partial |
| #3 | 320.0k | 90.0k | 4 | 5 | pass |
Unified SSO login
mergedclaude-opus-4 · nwg#1204 · 2 loops
Tokens
1.24M
Cost
$28.40
| Loop | Tokens in | Tokens out | Files | Tests added | Result |
|---|---|---|---|---|---|
| #1 | 540.0k | 150.0k | 11 | 4 | partial |
| #2 | 440.0k | 110.0k | 6 | 9 | pass |
E2E test pipeline bootstrap
mergedclaude-sonnet-4 · nwg-quotefix#787 · 3 loops
Tokens
930.0k
Cost
$12.90
| Loop | Tokens in | Tokens out | Files | Tests added | Result |
|---|---|---|---|---|---|
| #1 | 380.0k | 120.0k | 22 | 40 | partial |
| #2 | 220.0k | 60.0k | 8 | 22 | partial |
| #3 | 120.0k | 30.0k | 3 | 10 | pass |
Advanced search StarRocks load
in_progressclaude-opus-4 · nwg#1230 · 2 loops
Tokens
1.40M
Cost
$33.00
| Loop | Tokens in | Tokens out | Files | Tests added | Result |
|---|---|---|---|---|---|
| #1 | 600.0k | 170.0k | 12 | 3 | partial |
| #2 | 500.0k | 130.0k | 7 | 6 | partial |