
What acceptance sampling and AQL are
Acceptance sampling decides whether to accept or reject a lot based on inspecting a sample. The AQL (acceptable quality level) is the worst quality level considered acceptable as a process average and is the reference for the sampling plan.
The most widely used standard is ISO 2859-1, equivalent to ANSI/ASQ Z1.4.
AQL sampling visual map
The map shows the steps and the decision for the example.

Step by step
- Define the lot size.
- Choose the inspection level (general level II is the default).
- Find the code letter in the standard's table.
- Get the sample size from the code letter.
- Set the AQL agreed with the customer or supplier.
- Read the acceptance (Ac) and rejection (Re) numbers.
Example: a lot of 1,000 pieces
| Step | Result |
|---|---|
| Lot | 1,000 pieces |
| Inspection level | General II, normal inspection, single sampling |
| Code letter | J |
| Sample size | 80 pieces |
| AQL | 1.0 |
| Ac / Re | 2 / 3 |
Decision: up to 2 defectives in the sample of 80, accept the lot; 3 or more, reject it.
Normal, tightened and reduced inspection
| Type | When |
|---|---|
| Normal | Standard condition, at the start of inspection |
| Tightened | When there are recent quality problems (for example, 2 of 5 lots rejected) |
| Reduced | When the supplier keeps a good record and the process is under control |
What sampling does not do
Sampling does not improve quality: it only makes decisions about lots. An AQL of 1.0 still accepts lots containing some defectives. The Lean path is to rely less on inspection through stable processes, poka-yoke and supplier partnerships.
Common mistakes
- Taking the sample from one spot in the lot.
- Choosing the AQL without criteria or customer agreement.
- Reading the wrong table or confusing Ac and Re.
- Ignoring supplier history.
Frequently asked questions
What is AQL?
Acceptable quality level: the quality reference used to define the sampling plan.
What sample size applies to a lot of 1,000 pieces?
At general level II, code letter J and a sample of 80 pieces.
What are Ac and Re?
The acceptance and rejection numbers: the defective limits for accepting or rejecting the lot.
Is ISO 2859-1 the same as ANSI Z1.4?
They are equivalent standards for sampling by attributes.
Does sampling guarantee a defect-free lot?
No. It decides on the lot with a known risk but does not remove defects.
Sources
- ISO 2859-1. Sampling procedures for inspection by attributes. Geneva: ISO, 1999.
- ANSI/ASQ Z1.4. Sampling Procedures and Tables for Inspection by Attributes. Milwaukee: ASQ.
- MONTGOMERY, D. C. Introduction to Statistical Quality Control. Hoboken: Wiley.
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