Your AI is wasting compute (and you're paying for it)

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Amazap cuts AI token usage.

Saved by Amazap users

395,597estimated tokens saved

since Oct 17, 2026

$0.53estimated AI spend saved

Estimated at $2 per 1M tokens.

How we measure ›

Includes our own testing.

Here's how:

Raw build log79,543 tokens

09:14:02 ##[group]Run actions/checkout@v4
09:14:02 with:
09:14:02   repository: acme/payments-api
09:14:02   fetch-depth: 1
09:14:02 Syncing repository: acme/payments-api
09:14:03 ##[endgroup]
09:14:03 ##[group]Run actions/setup-python@v5
09:14:04 Successfully set up CPython (3.12.7)
09:14:04 ##[endgroup]
09:14:05 ##[group]Run pip install -r requirements-dev.txt
09:14:06 Collecting fastapi==0.115.2
09:14:06   Downloading fastapi-0.115.2-py3-none-any.whl (94 kB)
09:14:06 Collecting pydantic==2.9.2
09:14:06   Downloading pydantic-2.9.2-py3-none-any.whl (434 kB)
09:14:06 Collecting sqlalchemy==2.0.36
09:14:07   Downloading SQLAlchemy-2.0.36-cp312-cp312-manylinux_x86_64.whl (3.2 MB)
09:14:07 Collecting pytest==8.3.3
09:14:07 Collecting httpx==0.27.2
09:14:07 Collecting anyio>=3.7.1
09:14:08 Installing collected packages: sniffio, idna, h11, anyio, ...
09:14:19 Successfully installed 48 packages
09:14:19 ##[endgroup]
09:14:19 ##[group]Run pytest -q --maxfail=20
09:14:21 ============ test session starts ============
09:14:21 platform linux -- Python 3.12.7, pytest-8.3.3
09:14:21 collected 1184 items
09:14:22 tests/test_auth.py ........................ [  2%]
09:14:24 tests/test_cart.py ........................ [  4%]
09:14:27 tests/test_catalog.py ..................... [  6%]
09:14:29 tests/test_checkout.py .................... [  8%]
09:14:31 tests/test_credits.py ..................... [ 10%]
09:14:33 tests/test_invoices.py .................... [ 12%]
09:14:35 tests/test_ledger.py ...................... [ 14%]
09:14:37 tests/test_limits.py ...................... [ 16%]
09:14:39 tests/test_orders.py ...................... [ 18%]
09:14:41 tests/test_quotes.py ...................... [ 20%]
09:14:43 tests/test_rates.py ....................... [ 22%]

Log Squeezer1,855 tokens

FAILED 1 of 1184 tests (job: test)

tests/test_credits.py::test_balance_applied
  tests/test_credits.py:88
  AssertionError: expected
  credit 10, got 0

Cause: credit hook skipped when
upstream returns 502
(app/credits.py:41)

Example log. Token counts are medians from our Log Squeezer benchmark of 9 CI logs. Results vary by log.