---
title: "AML Disposition Sampling Frame Builder"
method: POST
path: "/v1/tools/plan_aml_disposition_sample"
tags: ["TODO_TAGS_REVIEW", "TODO_AP2_EXPORT_REVIEW"]
---

# AML Disposition Sampling Frame Builder

`POST /v1/tools/plan_aml_disposition_sample`

## Request

- Base URL: `https://ainumbers.co`
- URL: `https://ainumbers.co/v1/tools/plan_aml_disposition_sample`
- Auth: none declared

Builds a deterministic sampling frame over an AML consent-order lookback's historical alert dispositions for independent-validator review, plus a reviewer workload allocation. Reuses the shipped art-458-attribute-sampling-plan kernel's compute() directly for the statistical core (sample size, deterministic interval selection over a caller-declared population hash) rather than reimplementing it -- no randomness, fully replayable by an independent reviewer from the same declared inputs. Adds only the AML-specific layer: labeling the frame as a disposition sample and deterministically fanning the selected indices out round-robin across a caller-declared reviewer roster. Deterministic only. Zero network, zero PII.

**Tool URL:** https://ainumbers.co/chaingraph/art-471-disposition-sampling-frame.html

## Request body

- object
  - `confidence_level` unknown, required
  - `disposition_population_hash` unknown, required
  - `disposition_population_size` unknown, required
  - `expected_deviation_rate` unknown, required
  - `population_hash` unknown, required
  - `population_size` unknown, required
  - `reviewer_roster` unknown[], required
    - unknown
  - `tolerable_deviation_rate` unknown, required

## Response `200`

Successful tool execution result

- object
  - `confidence_level` integer
  - `disposition_population_hash` string
  - `disposition_population_size` integer
  - `expansion_factor` integer
  - `expected_deviation_rate` integer
  - `interval` integer
  - `method` string
  - `reviewer_roster` string[]
  - `reviewer_workload` object[]
    - `disposition_indices` integer[]
    - `reviewer_id` string
  - `sample_size` integer
  - `selected_indices` integer[]
  - `start_offset` integer
  - `tolerable_deviation_rate` integer

---

[API](https://skmtc.dev/ainumbers/apis/ainumbers-co-fintech-intelligence-suite.md) · [All operations](https://skmtc.dev/ainumbers/apis/ainumbers-co-fintech-intelligence-suite/llms.txt) · [OpenAPI document](https://skmtc.dev/ainumbers/apis/ainumbers-co-fintech-intelligence-suite/revisions/b462e4f5bb28?raw)