diff --git a/CHANGELOG.md b/CHANGELOG.md
index 19694452..99f2d37d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,7 @@
 
 ### 🛡️ 보안 (Security)
 
+- 조직 세션 CSV 내보내기에서 문자열 셀이 공백·탭·개행 뒤에 `=`, `+`, `-`, `@` 또는 대응 전각 문자를 포함해 수식으로 해석될 수 있으면 앞에 `'`를 붙여 텍스트로 내보냅니다. 쉼표·따옴표·개행 CSV quoting과 숫자 타입의 기존 표현은 유지하며, 회귀 테스트로 위험 문자열과 정상 숫자 경계를 고정했습니다.
 - 로그인, 회원가입, 비밀번호 재설정이 하나의 공유 비밀번호 계약을 사용하도록 통합했습니다. 입력 처리량을 1,024자로 먼저 제한하고, 현재 `bcryptjs`가 완전하게 검증할 수 있는 72 UTF-8 바이트를 초과하는 값은 조용히 잘라내지 않고 거부합니다. ASCII와 다중 바이트 Unicode 경계 회귀 테스트 및 운영·표준 근거 문서를 함께 추가했습니다.
 
 ### ⚡ 성능 (Performance)
diff --git a/packages/web/src/app/api/orgs/[orgSlug]/dashboard/sessions/route.ts b/packages/web/src/app/api/orgs/[orgSlug]/dashboard/sessions/route.ts
index 7d6a4d4a..1e02bf60 100644
--- a/packages/web/src/app/api/orgs/[orgSlug]/dashboard/sessions/route.ts
+++ b/packages/web/src/app/api/orgs/[orgSlug]/dashboard/sessions/route.ts
@@ -10,6 +10,7 @@ import {
   resolveOrgScopedProjectIds,
 } from '@/lib/server/dashboard-route-helper'
 import { canAccessIndividualData, forbiddenByRole } from '@/lib/server/rbac'
+import { csvField } from '@/lib/server/csv/export'
 
 export const runtime = 'nodejs'
 export const dynamic = 'force-dynamic'
@@ -71,12 +72,6 @@ function mapSessionItem(session: SessionWithInclude): SessionItem {
   }
 }
 
-function csvField(value: string | number | null | undefined) {
-  if (value === null || value === undefined) return ''
-  const text = String(value)
-  return /[",\r\n]/.test(text) ? `"${text.replaceAll('"', '""')}"` : text
-}
-
 function buildSessionsCsv(sessions: SessionWithInclude[]) {
   const headers = [
     'Session ID',
diff --git a/packages/web/src/lib/server/csv/export.test.ts b/packages/web/src/lib/server/csv/export.test.ts
new file mode 100644
index 00000000..6ec28895
--- /dev/null
+++ b/packages/web/src/lib/server/csv/export.test.ts
@@ -0,0 +1,44 @@
+import { describe, it, expect } from 'vitest'
+import { csvField } from './export'
+
+describe('csvField', () => {
+  it('handles null and undefined', () => {
+    expect(csvField(null)).toBe('')
+    expect(csvField(undefined)).toBe('')
+  })
+
+  it('escapes quotes and wraps in quotes if necessary', () => {
+    expect(csvField('normal string')).toBe('normal string')
+    expect(csvField('string with "quotes"')).toBe('"string with ""quotes"""')
+    expect(csvField('string,with,commas')).toBe('"string,with,commas"')
+    expect(csvField('string\r\nwith\nnewlines')).toBe('"string\r\nwith\nnewlines"')
+  })
+
+  it('neutralizes formula-leading string cells before CSV quoting', () => {
+    expect(csvField('=1+1')).toBe(`'=1+1`)
+    expect(csvField('+1')).toBe(`'+1`)
+    expect(csvField('-1')).toBe(`'-1`)
+    expect(csvField('@sum')).toBe(`'@sum`)
+    expect(csvField('\t=1+1')).toBe(`'\t=1+1`)
+    expect(csvField('\r=1+1')).toBe(`"'\r=1+1"`)
+    expect(csvField('\n=1+1')).toBe(`"'\n=1+1"`)
+    expect(csvField(' =1+1')).toBe(`' =1+1`)
+    expect(csvField('\u00a0=1+1')).toBe(`'\u00a0=1+1`)
+    expect(csvField('=SUM(1,2)')).toBe(`"'=SUM(1,2)"`)
+  })
+
+  it('neutralizes full-width formula initiators used by some spreadsheet locales', () => {
+    expect(csvField('\uff1d1+1')).toBe(`'\uff1d1+1`)
+    expect(csvField('\uff0b1')).toBe(`'\uff0b1`)
+    expect(csvField('\uff0d1')).toBe(`'\uff0d1`)
+    expect(csvField('\uff20sum')).toBe(`'\uff20sum`)
+  })
+
+  it('preserves formatting of safe values', () => {
+    expect(csvField('')).toBe('')
+    expect(csvField("'already-text")).toBe("'already-text")
+    expect(csvField(123)).toBe('123')
+    expect(csvField(-123)).toBe('-123')
+    expect(csvField(0)).toBe('0')
+  })
+})
diff --git a/packages/web/src/lib/server/csv/export.ts b/packages/web/src/lib/server/csv/export.ts
new file mode 100644
index 00000000..47cf1aca
--- /dev/null
+++ b/packages/web/src/lib/server/csv/export.ts
@@ -0,0 +1,23 @@
+/**
+ * Serialize one CSV cell while reducing spreadsheet formula-interpretation risk.
+ *
+ * String values whose first non-whitespace character is a known formula trigger
+ * receive a leading apostrophe before ordinary CSV quoting. Numeric values keep
+ * their numeric representation. This is an export-boundary mitigation, not a
+ * universal spreadsheet sandbox: downstream applications may reinterpret CSV
+ * content after edits or re-saving, so callers must not treat the output as a
+ * trusted executable document format.
+ */
+export function csvField(value: string | number | null | undefined) {
+  if (value === null || value === undefined) return ''
+
+  if (typeof value === 'string') {
+    const trimmed = value.trimStart()
+    if (/^[=+\-@\t\r\n\uFF1D\uFF0B\uFF0D\uFF20]/.test(trimmed)) {
+      value = `'${value}`
+    }
+  }
+
+  const text = String(value)
+  return /[",\r\n]/.test(text) ? `"${text.replaceAll('"', '""')}"` : text
+}