diff --git a/ui/litellm-dashboard/src/components/CreateUserButton.test.tsx b/ui/litellm-dashboard/src/components/CreateUserButton.test.tsx
index 3777c46973f..68bfd94bd63 100644
--- a/ui/litellm-dashboard/src/components/CreateUserButton.test.tsx
+++ b/ui/litellm-dashboard/src/components/CreateUserButton.test.tsx
@@ -5,6 +5,7 @@ import { describe, it, expect, vi, beforeEach } from "vitest";
 import { CreateUserButton } from "./CreateUserButton";
 import * as networking from "./networking";
 import { toast } from "@/lib/toast";
+import { expectControlBesideLabel } from "../../tests/fieldOrientation";
 
 vi.mock("./networking", () => ({
   userCreateCall: vi.fn(),
@@ -294,6 +295,20 @@ describe("CreateUserButton", () => {
     });
   });
 
+  it("lays the send invitation email checkbox out beside its label", async () => {
+    const user = userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
+    renderWithProviders(<CreateUserButton {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(screen.getByRole("button", { name: /\+ invite user/i })).toBeInTheDocument();
+    });
+    await user.click(screen.getByRole("button", { name: /\+ invite user/i }));
+
+    const dialog = screen.getByRole("dialog", { name: /invite user/i });
+
+    expectControlBesideLabel(within(dialog).getByRole("checkbox"));
+  });
+
   describe("organizations", () => {
     it("should send organizations list in POST body when organizations are selected", async () => {
       const { useOrganizations } = await import("@/app/(dashboard)/hooks/organizations/useOrganizations");
diff --git a/ui/litellm-dashboard/src/components/CreateUserButton.tsx b/ui/litellm-dashboard/src/components/CreateUserButton.tsx
index e052a9e0818..0f7c356b8cc 100644
--- a/ui/litellm-dashboard/src/components/CreateUserButton.tsx
+++ b/ui/litellm-dashboard/src/components/CreateUserButton.tsx
@@ -270,7 +270,7 @@ export const CreateUserButton: React.FC<CreateuserProps> = ({
   );
 
   const sendInviteEmailField = (
-    <FormField control={form.control} name="send_invite_email" label="Send invitation email">
+    <FormField control={form.control} name="send_invite_email" label="Send invitation email" orientation="horizontal">
       {({ id, value, onChange, onBlur }) => (
         <Checkbox id={id} checked={value} onCheckedChange={onChange} onBlur={onBlur} />
       )}
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.test.tsx
index 54566e1d75a..eddc5716305 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.test.tsx
@@ -9,6 +9,7 @@ import BaseSSOSettingsForm, {
   submitMountedSSOValues,
   useSSOSettingsForm,
 } from "./BaseSSOSettingsForm";
+import { expectControlBesideLabel } from "../../../../../../tests/fieldOrientation";
 
 const user = () => userEvent.setup({ pointerEventsCheck: 0 });
 
@@ -233,6 +234,38 @@ describe("BaseSSOSettingsForm", () => {
 
     expect(screen.queryByText("Use Team Mappings")).not.toBeInTheDocument();
   });
+
+  it("lays a provider checkbox field out beside its label", async () => {
+    const TestWrapper = () => {
+      const form = useSSOSettingsForm("sso-settings");
+
+      return <BaseSSOSettingsForm form={form} onFormSubmit={vi.fn()} />;
+    };
+
+    renderWithProviders(<TestWrapper />);
+
+    await openProviderDropdown();
+    await user().click(await screen.findByText(/saml sso/i));
+
+    expectControlBesideLabel(
+      await screen.findByRole("checkbox", { name: "Allow IdP-initiated (unsolicited) responses" }),
+    );
+  });
+
+  it.each(["Use Role Mappings", "Use Team Mappings"])("lays the %s toggle out beside its label", async (label) => {
+    const TestWrapper = () => {
+      const form = useSSOSettingsForm("sso-settings");
+
+      return <BaseSSOSettingsForm form={form} onFormSubmit={vi.fn()} />;
+    };
+
+    renderWithProviders(<TestWrapper />);
+
+    await openProviderDropdown();
+    await user().click(await screen.findByText(/okta/i));
+
+    expectControlBesideLabel(await screen.findByRole("checkbox", { name: label }));
+  });
 });
 
 describe("renderProviderFields", () => {
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.tsx
index 5216da382d0..cb97304f77a 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/SSOSettings/Modals/BaseSSOSettingsForm.tsx
@@ -303,7 +303,7 @@ const SSOProviderField = ({ field }: { field: SSOProviderConfig["fields"][number
 
   if (field.type === "checkbox") {
     return (
-      <FormField control={control} name={field.name} label={field.label}>
+      <FormField control={control} name={field.name} label={field.label} orientation="horizontal">
         {({ value, onChange, onBlur, id, ...rest }) => (
           <Checkbox
             id={id}
@@ -413,7 +413,7 @@ export const MappingToggleField = ({
   const { control } = useFormContext<SSOSettingsFormValues>();
 
   return (
-    <FormField control={control} name={name} label={label}>
+    <FormField control={control} name={name} label={label} orientation="horizontal">
       {({ value, onChange, onBlur, id, ...rest }) => (
         <Checkbox
           id={id}
diff --git a/ui/litellm-dashboard/src/components/ui/field.test.tsx b/ui/litellm-dashboard/src/components/ui/field.test.tsx
index 4bb3d0ec665..5765a637526 100644
--- a/ui/litellm-dashboard/src/components/ui/field.test.tsx
+++ b/ui/litellm-dashboard/src/components/ui/field.test.tsx
@@ -14,6 +14,7 @@ import {
   FieldSet,
   FieldTitle,
 } from "./field";
+import { ROW_LAYOUT_CLASSES, STRETCH_CHILDREN_CLASS } from "../../../tests/fieldOrientation";
 
 describe("FieldError", () => {
   it("renders nothing when there are no errors and no children", () => {
@@ -85,6 +86,20 @@ describe("Field", () => {
 
     expect(screen.getByRole("group")).toHaveAttribute("data-orientation", "horizontal");
   });
+
+  it("stretches every child when vertical, which is what inputs, selects and textareas want", () => {
+    render(<Field />);
+
+    expect(screen.getByRole("group")).toHaveClass("flex-col", STRETCH_CHILDREN_CLASS);
+  });
+
+  it("lays children in a row at their own width when horizontal, so a checkbox stays square", () => {
+    render(<Field orientation="horizontal" />);
+    const field = screen.getByRole("group");
+
+    expect(field).toHaveClass(...ROW_LAYOUT_CLASSES);
+    expect(field).not.toHaveClass(STRETCH_CHILDREN_CLASS);
+  });
 });
 
 describe("field primitives forward refs to their DOM node", () => {
diff --git a/ui/litellm-dashboard/tests/fieldOrientation.ts b/ui/litellm-dashboard/tests/fieldOrientation.ts
new file mode 100644
index 00000000000..49ba5056d66
--- /dev/null
+++ b/ui/litellm-dashboard/tests/fieldOrientation.ts
@@ -0,0 +1,18 @@
+import { expect } from "vitest";
+
+export const ROW_LAYOUT_CLASSES = ["flex-row", "items-center"] as const;
+export const STRETCH_CHILDREN_CLASS = "*:w-full";
+
+/**
+ * Asserts a control sits beside its label at its own width instead of being stretched across the
+ * field. Reaches for the resolved classes because the defect is purely visual: nothing accessible
+ * distinguishes a square checkbox from a full-width bar.
+ */
+export const expectControlBesideLabel = (control: HTMLElement): void => {
+  const field = control.closest('[data-slot="field"]');
+  if (field === null) throw new Error("control is not rendered inside a form field");
+
+  expect(field).toHaveAttribute("data-orientation", "horizontal");
+  expect(field).toHaveClass(...ROW_LAYOUT_CLASSES);
+  expect(field).not.toHaveClass(STRETCH_CHILDREN_CLASS);
+};