diff --git a/src/unittests/f32_interval.spec.ts b/src/unittests/f32_interval.spec.ts
index 987e968844..2fbcc7641a 100644
--- a/src/unittests/f32_interval.spec.ts
+++ b/src/unittests/f32_interval.spec.ts
@@ -13,6 +13,7 @@ import {
   additionInterval,
   atanInterval,
   atan2Interval,
+  atanhInterval,
   ceilInterval,
   clampMedianInterval,
   clampMinMaxInterval,
@@ -727,6 +728,34 @@ g.test('atanInterval')
     );
   });
 
+g.test('atanhInterval')
+  .paramsSubcasesOnly<PointToIntervalCase>(
+    // prettier-ignore
+    [
+      // Some of these are hard coded, since the error intervals are difficult to express in a closed human readable
+      // form due to the inherited nature of the errors.
+      { input: kValue.f32.infinity.negative, expected: kAny },
+      { input: kValue.f32.negative.min, expected: kAny },
+      { input: -1, expected: kAny },
+      { input: -0.1, expected: [hexToF64(0xbfb9af9a, 0x60000000), hexToF64(0xbfb9af8c, 0xc0000000)] },  // ~-0.1003...
+      { input: 0, expected: [hexToF64(0xbe960000, 0x20000000), hexToF64(0x3e980000, 0x00000000)] },  // ~0
+      { input: 0.1, expected: [hexToF64(0x3fb9af8b, 0x80000000), hexToF64(0x3fb9af9b, 0x00000000)] },  // ~0.1003...
+      { input: 1, expected: kAny },
+      { input: kValue.f32.positive.max, expected: kAny },
+      { input: kValue.f32.infinity.positive, expected: kAny },
+    ]
+  )
+  .fn(t => {
+    const input = t.params.input;
+    const expected = new F32Interval(...t.params.expected);
+
+    const got = atanhInterval(input);
+    t.expect(
+      objectEquals(expected, got),
+      `atanhInterval(${input}) returned ${got}. Expected ${expected}`
+    );
+  });
+
 g.test('ceilInterval')
   .paramsSubcasesOnly<PointToIntervalCase>(
     // prettier-ignore
diff --git a/src/webgpu/shader/execution/expression/call/builtin/atanh.spec.ts b/src/webgpu/shader/execution/expression/call/builtin/atanh.spec.ts
index a60eee324f..d8d02169fc 100644
--- a/src/webgpu/shader/execution/expression/call/builtin/atanh.spec.ts
+++ b/src/webgpu/shader/execution/expression/call/builtin/atanh.spec.ts
@@ -12,7 +12,12 @@ Note: The result is not mathematically meaningful when abs(e) >= 1.
 
 import { makeTestGroup } from '../../../../../../common/framework/test_group.js';
 import { GPUTest } from '../../../../../gpu_test.js';
-import { allInputSources } from '../../expression.js';
+import { TypeF32 } from '../../../../../util/conversion.js';
+import { atanhInterval } from '../../../../../util/f32_interval.js';
+import { biasedRange, fullF32Range } from '../../../../../util/math.js';
+import { allInputSources, Case, makeUnaryF32IntervalCase, run } from '../../expression.js';
+
+import { builtin } from './builtin.js';
 
 export const g = makeTestGroup(GPUTest);
 
@@ -30,7 +35,18 @@ g.test('f32')
   .params(u =>
     u.combine('inputSource', allInputSources).combine('vectorize', [undefined, 2, 3, 4] as const)
   )
-  .unimplemented();
+  .fn(async t => {
+    const makeCase = (n: number): Case => {
+      return makeUnaryF32IntervalCase(n, atanhInterval);
+    };
+
+    const cases = [
+      ...biasedRange(-1, -0.9, 20), // discontinuity at x = -1
+      ...biasedRange(1, 0.9, 20), // discontinuity at x = 1
+      ...fullF32Range(),
+    ].map(makeCase);
+    run(t, builtin('atanh'), [TypeF32], TypeF32, t.params, cases);
+  });
 
 g.test('f16')
   .specURL('https://www.w3.org/TR/WGSL/#float-builtin-functions')
diff --git a/src/webgpu/util/f32_interval.ts b/src/webgpu/util/f32_interval.ts
index f03f8b3743..ada1f55576 100644
--- a/src/webgpu/util/f32_interval.ts
+++ b/src/webgpu/util/f32_interval.ts
@@ -577,6 +577,21 @@ export function atan2Interval(y: number | F32Interval, x: number | F32Interval):
   return runBinaryOp(toInterval(y), toInterval(x), Atan2IntervalOp);
 }
 
+const AtanhIntervalOp: PointToIntervalOp = {
+  impl: (n: number) => {
+    // atanh(x) = log((1.0 + x) / (1.0 - x)) * 0.5
+    const numerator = additionInterval(1.0, n);
+    const denominator = subtractionInterval(1.0, n);
+    const log_interval = logInterval(divisionInterval(numerator, denominator));
+    return multiplicationInterval(log_interval, 0.5);
+  },
+};
+
+/** Calculate an acceptance interval of atanh(x) */
+export function atanhInterval(n: number): F32Interval {
+  return runPointOp(toInterval(n), AtanhIntervalOp);
+}
+
 const CeilIntervalOp: PointToIntervalOp = {
   impl: (n: number): F32Interval => {
     return correctlyRoundedInterval(Math.ceil(n));