ToolAssay

Reads one conversion experiment two ways at once

Reads one conversion experiment two ways at once. Frequentist: two-proportion test, p value, confidence interval on the absolute lift, and the sample size the requested minimum detectable effect needs at the requested power. Bayesian: Beta-Binomial posteriors, probability the variant is better, expected loss either way, credible intervals - closed form, not sampled, so the numbers repeat exactly. looks_taken carries the adjusted threshold and the rate you actually ran at.

Answeringour last check, 2026-10-10
1 of 1checks answered this week
1262 msmedian answer time
$0.002listed price per call
$0.002price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://tools.halowerk.com/v1/abtest/evaluate

CategoryEverything else
Provider hosttools.halowerk.com
Networkseip155:8453
Payment schemesexact
Self-reported calls, 30 days3 from 3 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-10-10 valid payment request 402$0.002 1262 ms

Example input (from the provider)

{
  "body": {
    "confidence_level": 0.95,
    "control": {
      "conversions": 241,
      "visitors": 4820
    },
    "looks_taken": 3,
    "minimum_detectable_effect_rel": 0.1,
    "variant": {
      "conversions": 302,
      "visitors": 4790
    }
  },
  "bodyType": "json",
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "properties": {
            "alternative": {
              "default": "two_sided",
              "description": "two_sided asks whether the groups differ, greater whether the variant is above the control.",
              "enum": [
                "two_sided",
                "greater"
              ],
              "type": "string"
            },
            "confidence_level": {
              "default": 0.95,
              "maximum": 0.9999,
              "minimum": 0.5,
              "type": "number"
            },
            "control": {
              "description": "Baseline group. conversions may not exceed visitors.",
              "properties": {
                "conversions": {
                  "minimum": 0,
                  "type": "integer"
                },
                "visitors": {
                  "minimum": 1,
                  "type": "integer"
                }
              },
              "required": [
                "visitors",
                "conversions"
              ],
              "type": "object"
            },
            "looks_taken": {
              "default": 1,
              "description": "How often the running test has been evaluated. Above 1 the threshold is adjusted and the real false positive rate is reported.",
              "maximum": 100,
              "minimum": 1,
              "type": "integer"
            },
            "minimum_detectable_effect_rel": {
              "default": 0.1,
              "description": "Relative effect the test should be able to find, e.g. 0.1 for ten percent above the control rate.",
              "maximum": 5,
              "minimum": 0.001,
              "type": "number"
            },
            "power": {
              "default": 0.8,
              "description": "Probability of finding that effect if it is there.",
              "maximum": 0.999,
              "minimum": 0.5,
              "type": "number"
            },
            "prior_alpha": {
              "default": 1,
              "description": "Beta prior, successes. 1 with prior_beta 1 is uniform.",
              "maximum": 1000,
              "minimum": 0.0001,
              "type": "number"
            },
            "prior_beta": {
              "default": 1,
              "description": "Beta prior, failures.",
              "maximum": 1000,
              "minimum": 0.0001,
              "type": "number"
            },
            "variant": {
              "description": "Group under test. conversions may not exceed visitors.",
              "properties": {
                "conversions": {
                  "minimum": 0,
                  "type": "integer"
                },
                "visitors": {
                  "minimum": 1,
                  "type": "integer"
                }
              },
              "required": [
                "visitors",
                "conversions"
              ],
              "type": "object"
            }
          },
          "required": [
            "control",
            "variant"
          ],
          "type": "object"
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "type": "object"
        },
        "type": {
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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