diff --git a/frontend/src/__tests__/fixtures/units.ts b/frontend/src/__tests__/fixtures/units.ts
new file mode 100644
index 0000000..1ad8e5b
--- /dev/null
+++ b/frontend/src/__tests__/fixtures/units.ts
@@ -0,0 +1,37 @@
+/** TECH-SPEC §8 TV-3 numeric fixture (client-authoritative sqft input). */
+export function tv3Fixture(): {
+  lengthIn: number;
+  thicknessIn: number;
+  sqft: number;
+  expectedBdft: number;
+} {
+  return {
+    lengthIn: 96,
+    thicknessIn: 1.5,
+    sqft: 0.64,
+    expectedBdft: 0.96,
+  };
+}
+
+/** TECH-SPEC §8 TV-10 rounding vectors. */
+export function tv10Fixture(): {
+  lengthRaw: number;
+  lengthExpected: number;
+  sqftRaw: number;
+  sqftExpected: number;
+  bdftRaw: number;
+  bdftExpected: number;
+  priceRaw: number;
+  priceExpected: number;
+} {
+  return {
+    lengthRaw: 96.04,
+    lengthExpected: 96,
+    sqftRaw: 0.641,
+    sqftExpected: 0.64,
+    bdftRaw: 11.525,
+    bdftExpected: 11.53,
+    priceRaw: 12.345,
+    priceExpected: 12.35,
+  };
+}
diff --git a/frontend/src/__tests__/tv3-tv10-units.test.ts b/frontend/src/__tests__/tv3-tv10-units.test.ts
new file mode 100644
index 0000000..4fa8cfb
--- /dev/null
+++ b/frontend/src/__tests__/tv3-tv10-units.test.ts
@@ -0,0 +1,70 @@
+import { describe, expect, it } from "vitest";
+import {
+  computeBdft,
+  roundBdft,
+  roundLengthIn,
+  roundPrice,
+  roundSqft,
+} from "../lib/pipeline/units.js";
+import { tv3Fixture, tv10Fixture } from "./fixtures/units.js";
+
+describe("TV-3 Scale, sqft, bdft", () => {
+  it("bdft = sqft × thickness_in with no divide-by-12", () => {
+    const { lengthIn, thicknessIn, sqft, expectedBdft } = tv3Fixture();
+    const bdft = computeBdft(sqft, thicknessIn);
+
+    console.log(
+      JSON.stringify({
+        case: "TV-3",
+        lengthIn,
+        thicknessIn,
+        sqft,
+        bdft,
+        expectedBdft,
+        identity_1sqft_1in: computeBdft(1, 1),
+      }),
+    );
+
+    expect(bdft).toBe(expectedBdft);
+    expect(bdft).toBe(0.96);
+    expect(computeBdft(1, 1)).toBe(1);
+    expect(bdft).not.toBeCloseTo((sqft * thicknessIn) / 12, 5);
+  });
+
+  it("bdft is monotonic in thickness and sqft", () => {
+    const baseSqft = 0.64;
+    const baseThick = 1.5;
+    expect(computeBdft(baseSqft, baseThick + 0.125)).toBeGreaterThan(
+      computeBdft(baseSqft, baseThick),
+    );
+    expect(computeBdft(baseSqft + 0.01, baseThick)).toBeGreaterThan(
+      computeBdft(baseSqft, baseThick),
+    );
+  });
+});
+
+describe("TV-10 Rounding", () => {
+  it("half-up / nearest-step matches TECH-SPEC vectors", () => {
+    const fx = tv10Fixture();
+
+    const length = roundLengthIn(fx.lengthRaw);
+    const sqft = roundSqft(fx.sqftRaw);
+    const bdft = roundBdft(fx.bdftRaw);
+    const price = roundPrice(fx.priceRaw);
+
+    console.log(
+      JSON.stringify({
+        case: "TV-10",
+        length: { raw: fx.lengthRaw, rounded: length, expected: fx.lengthExpected },
+        sqft: { raw: fx.sqftRaw, rounded: sqft, expected: fx.sqftExpected },
+        bdft: { raw: fx.bdftRaw, rounded: bdft, expected: fx.bdftExpected },
+        price: { raw: fx.priceRaw, rounded: price, expected: fx.priceExpected },
+      }),
+    );
+
+    expect(length).toBe(fx.lengthExpected);
+    expect(sqft).toBe(fx.sqftExpected);
+    expect(bdft).toBe(fx.bdftExpected);
+    expect(price).toBe(fx.priceExpected);
+  });
+});
diff --git a/frontend/src/lib/pipeline/index.ts b/frontend/src/lib/pipeline/index.ts
index b07ec42..523acae 100644
--- a/frontend/src/lib/pipeline/index.ts
+++ b/frontend/src/lib/pipeline/index.ts
@@ -1,3 +1,4 @@
 export * from "./constants.js";
 export * from "./types.js";
 export * from "./mask.js";
+export * from "./units.js";
diff --git a/frontend/src/lib/pipeline/units.ts b/frontend/src/lib/pipeline/units.ts
new file mode 100644
index 0000000..f0cd5bb
--- /dev/null
+++ b/frontend/src/lib/pipeline/units.ts
@@ -0,0 +1,39 @@
+import {
+  AREA_DECIMALS,
+  BDFT_DECIMALS,
+  INCH_STEP,
+  PRICE_DECIMALS,
+} from "./constants.js";
+
+/** Half-up at .5 (away from zero). */
+export function roundHalfUp(value: number, decimals: number): number {
+  if (!Number.isFinite(value)) {
+    return value;
+  }
+  const factor = 10 ** decimals;
+  const scaled = Math.abs(value) * factor;
+  const rounded = Math.floor(scaled + 0.5) / factor;
+  return value < 0 ? -rounded : rounded;
+}
+
+/** Nearest INCH_STEP (1/8"). */
+export function roundLengthIn(lengthIn: number): number {
+  return Math.round(lengthIn / INCH_STEP) * INCH_STEP;
+}
+
+export function roundSqft(sqft: number): number {
+  return roundHalfUp(sqft, AREA_DECIMALS);
+}
+
+export function roundBdft(bdft: number): number {
+  return roundHalfUp(bdft, BDFT_DECIMALS);
+}
+
+export function roundPrice(price: number): number {
+  return roundHalfUp(price, PRICE_DECIMALS);
+}
+
+/** bdft = sqft × thickness_in. No divide-by-12. */
+export function computeBdft(sqft: number, thicknessIn: number): number {
+  return roundBdft(sqft * thicknessIn);
+}
diff --git a/test-results/tv3-tv10-green.txt b/test-results/tv3-tv10-green.txt
new file mode 100644
index 0000000..198bf27
--- /dev/null
+++ b/test-results/tv3-tv10-green.txt
@@ -0,0 +1,16 @@
+
+ RUN  v2.1.9 /workspace/gitea-atd/Ty_Tech/SlabUploader/frontend
+
+stdout | src/__tests__/tv3-tv10-units.test.ts > TV-3 Scale, sqft, bdft > bdft = sqft × thickness_in with no divide-by-12
+{"case":"TV-3","lengthIn":96,"thicknessIn":1.5,"sqft":0.64,"bdft":0.96,"expectedBdft":0.96,"identity_1sqft_1in":1}
+
+stdout | src/__tests__/tv3-tv10-units.test.ts > TV-10 Rounding > half-up / nearest-step matches TECH-SPEC vectors
+{"case":"TV-10","length":{"raw":96.04,"rounded":96,"expected":96},"sqft":{"raw":0.641,"rounded":0.64,"expected":0.64},"bdft":{"raw":11.525,"rounded":11.53,"expected":11.53},"price":{"raw":12.345,"rounded":12.35,"expected":12.35}}
+
+ ✓ src/__tests__/tv3-tv10-units.test.ts (3 tests) 7ms
+
+ Test Files  1 passed (1)
+      Tests  3 passed (3)
+   Start at  06:02:02
+   Duration  377ms (transform 61ms, setup 0ms, collect 63ms, tests 7ms, environment 0ms, prepare 67ms)
+
diff --git a/test-results/tv3-tv10-red.txt b/test-results/tv3-tv10-red.txt
new file mode 100644
index 0000000..7f8bb9f
--- /dev/null
+++ b/test-results/tv3-tv10-red.txt
@@ -0,0 +1,18 @@
+
+ RUN  v2.1.9 /workspace/gitea-atd/Ty_Tech/SlabUploader/frontend
+
+ ❯ src/__tests__/tv3-tv10-units.test.ts (0 test)
+
+⎯⎯⎯⎯⎯⎯ Failed Suites 1 ⎯⎯⎯⎯⎯⎯⎯
+
+ FAIL  src/__tests__/tv3-tv10-units.test.ts [ src/__tests__/tv3-tv10-units.test.ts ]
+Error: Failed to load url ../lib/pipeline/units.js (resolved id: ../lib/pipeline/units.js) in /workspace/gitea-atd/Ty_Tech/SlabUploader/frontend/src/__tests__/tv3-tv10-units.test.ts. Does the file exist?
+ ❯ loadAndTransform node_modules/vite/dist/node/chunks/dep-BK3b2jBa.js:51969:17
+
+⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯⎯[1/1]⎯
+
+ Test Files  1 failed (1)
+      Tests  no tests
+   Start at  06:01:33
+   Duration  344ms (transform 42ms, setup 0ms, collect 0ms, tests 0ms, environment 0ms, prepare 69ms)
+