diff --git a/frontend/src/components/SessionProgress.css b/frontend/src/components/SessionProgress.css
new file mode 100644
index 0000000..9b79513
--- /dev/null
+++ b/frontend/src/components/SessionProgress.css
@@ -0,0 +1,7 @@
+.sp-wrap { display: flex; flex-direction: column; gap: 5px; min-width: 0; }
+.sp-track { display: flex; height: 4px; border-radius: 2px; background: var(--border); overflow: hidden; }
+.sp-track > span { display: block; height: 100%; }
+.sp-correct { background: #16a34a; }
+.sp-wrong { background: #ef4444; }
+.sp-seen { background: var(--primary); }
+.sp-label { font-size: .72rem; font-weight: 700; letter-spacing: .04em; text-transform: uppercase; color: var(--text-muted); }
diff --git a/frontend/src/components/SessionProgress.jsx b/frontend/src/components/SessionProgress.jsx
new file mode 100644
index 0000000..e5266d7
--- /dev/null
+++ b/frontend/src/components/SessionProgress.jsx
@@ -0,0 +1,25 @@
+import './SessionProgress.css'
+
+/**
+ * Session progress as correct / incorrect / remaining, not one flat fill.
+ *
+ * A single bar cannot distinguish "answered 15, all right" from "answered 15,
+ * half wrong", which is the thing worth seeing at a glance.
+ */
+export default function SessionProgress({ answered = 0, total = 0, correct = null, label = true }) {
+  const seen = Math.min(answered, total)
+  const right = correct === null ? null : Math.min(correct, seen)
+  const wrong = right === null ? 0 : Math.max(0, seen - right)
+  const pct = (value) => (total > 0 ? (value / total) * 100 : 0)
+
+  return (
+    <div className="sp-wrap">
+      <span className="sp-track">
+        {right !== null && <span className="sp-correct" style={{ width: `${pct(right)}%` }} />}
+        {right !== null && wrong > 0 && <span className="sp-wrong" style={{ width: `${pct(wrong)}%` }} />}
+        {right === null && <span className="sp-seen" style={{ width: `${pct(seen)}%` }} />}
+      </span>
+      {label && <span className="sp-label">{seen}/{total} questions</span>}
+    </div>
+  )
+}
diff --git a/frontend/src/pages/AnalysisPage.css b/frontend/src/pages/AnalysisPage.css
index 64a6317..44eb7b2 100644
--- a/frontend/src/pages/AnalysisPage.css
+++ b/frontend/src/pages/AnalysisPage.css
@@ -1,3 +1,26 @@
+/* Session rail beside the analysis, as in a Qbank analysis view. */
+.an-layout { display: grid; grid-template-columns: 260px minmax(0, 1fr); gap: 24px; align-items: start; }
+.an-layout.rail-closed { grid-template-columns: 52px minmax(0, 1fr); }
+.an-rail { position: sticky; top: 16px; background: var(--card-bg); border: 1px solid var(--border); border-radius: 12px; overflow: hidden; }
+.an-rail-head { display: flex; align-items: center; justify-content: space-between; gap: 8px; padding: 12px 14px; border-bottom: 1px solid var(--border); }
+.an-rail-head h2 { margin: 0; font-size: .92rem; font-weight: 650; white-space: nowrap; }
+.an-layout.rail-closed .an-rail-head h2 { display: none; }
+.an-rail-head button { background: none; border: none; cursor: pointer; color: var(--text-muted); font-size: 1.1rem; line-height: 1; padding: 2px 4px; }
+.an-rail-list { list-style: none; margin: 0; padding: 0; max-height: 70vh; overflow-y: auto; }
+.an-rail-list > li { border-bottom: 1px solid var(--border); }
+.an-rail-list > li:last-child { border-bottom: 0; }
+.an-rail-list a { display: flex; flex-direction: column; gap: 7px; padding: 12px 14px; text-decoration: none; color: var(--text); }
+.an-rail-list a:hover { background: var(--bg); }
+.an-rail-title { font-size: .84rem; line-height: 1.4; overflow-wrap: anywhere; }
+.an-rail-title strong { font-weight: 650; }
+.an-rail-empty { margin: 0; padding: 12px 14px; font-size: .82rem; color: var(--text-muted); }
+
+@media (max-width: 1100px) {
+  .an-layout, .an-layout.rail-closed { grid-template-columns: 1fr; }
+  .an-rail { position: static; }
+  .an-rail-list { max-height: 260px; }
+}
+
 /* Performance analysis — readiness summary and ranked focus areas.
    Mobile-first: the focus table collapses to stacked cards under 760px. */
 
diff --git a/frontend/src/pages/AnalysisPage.jsx b/frontend/src/pages/AnalysisPage.jsx
index 5cfeabf..5bad3bb 100644
--- a/frontend/src/pages/AnalysisPage.jsx
+++ b/frontend/src/pages/AnalysisPage.jsx
@@ -2,6 +2,7 @@ import { useState, useEffect, useCallback } from 'react'
 import { Link, useNavigate } from 'react-router-dom'
 import api from '../api/client'
 import CategoryPerformance from '../components/CategoryPerformance'
+import SessionProgress from '../components/SessionProgress'
 import './AnalysisPage.css'
 
 const STATUS_LABEL = { focus: 'Focus area', proficient: 'Proficient', no_data: 'No data yet' }
@@ -68,6 +69,8 @@ export default function AnalysisPage() {
   const [loading, setLoading] = useState(true)
   const [error, setError] = useState('')
   const [count, setCount] = useState(10)
+  const [sessions, setSessions] = useState([])
+  const [railOpen, setRailOpen] = useState(true)
   const navigate = useNavigate()
 
   const load = useCallback(() => {
@@ -81,10 +84,43 @@ export default function AnalysisPage() {
 
   useEffect(() => { load() }, [load])
 
+  useEffect(() => {
+    api.get('/quizzes/sessions')
+      .then(res => setSessions((Array.isArray(res.data) ? res.data : []).slice(0, 12)))
+      .catch(() => setSessions([]))
+  }, [])
+
   const startAdaptive = () => navigate(`/quizzes/create?adaptive=1&count=${count}`)
   const startCategory = (categoryId) => navigate(`/quizzes/create?category=${categoryId}&count=${count}`)
 
   return (
+    <div className={`an-layout${railOpen ? '' : ' rail-closed'}`}>
+      <aside className="an-rail">
+        <div className="an-rail-head">
+          <h2>Latest sessions</h2>
+          <button type="button" aria-label={railOpen ? 'Hide sessions' : 'Show sessions'}
+            aria-expanded={railOpen} onClick={() => setRailOpen(v => !v)}>{railOpen ? '‹' : '›'}</button>
+        </div>
+        {railOpen && (
+          sessions.length === 0
+            ? <p className="an-rail-empty">No sessions yet.</p>
+            : <ul className="an-rail-list">
+              {sessions.map(row => (
+                <li key={row.quiz_id}>
+                  <Link to={row.state === 'completed' && row.last_attempt_id
+                    ? `/results/${row.last_attempt_id}` : `/quizzes/${row.quiz_id}`}>
+                    <span className="an-rail-title">
+                      <strong>{row.mode === 'learning' ? 'Study mode:' : 'Exam mode:'}</strong> {row.title}
+                    </span>
+                    <SessionProgress answered={row.answered} total={row.total}
+                      correct={row.state === 'completed' ? row.last_score : null} />
+                  </Link>
+                </li>
+              ))}
+            </ul>
+        )}
+      </aside>
+
     <div className="an-page">
       <div className="an-header">
         <h1>Your performance analysis</h1>
@@ -184,5 +220,6 @@ export default function AnalysisPage() {
         </>
       )}
     </div>
+    </div>
   )
 }
diff --git a/frontend/src/pages/QuizPage.jsx b/frontend/src/pages/QuizPage.jsx
index e32011c..836321a 100644
--- a/frontend/src/pages/QuizPage.jsx
+++ b/frontend/src/pages/QuizPage.jsx
@@ -428,6 +428,8 @@ export default function QuizPage() {
   const timerRef = useRef(null)
   const toastRef = useRef(null)
   const hasStarted = useRef(false)
+  // Indexes the learner has opened, so the rail reveals text gradually.
+  const [seenIndexes, setSeenIndexes] = useState(() => new Set([0]))
   const ttsCacheRef = useRef(new Map())
   const autoAdvanceRef = useRef(null)
   const savedHighlightSelectionRef = useRef(null)
@@ -702,6 +704,10 @@ export default function QuizPage() {
     return startAttempt(mode, voice, timerMinutes)
   }
 
+  useEffect(() => {
+    setSeenIndexes(prev => (prev.has(currentIdx) ? prev : new Set(prev).add(currentIdx)))
+  }, [currentIdx])
+
 const timerStarted = timeLeft !== null
   useEffect(() => {
     if (!timerStarted) return
@@ -943,21 +949,26 @@ const timerStarted = timeLeft !== null
     const isActive = i === currentIdx
     const isDone = !!answers[q.id]
     const marked = favorites.includes(q.id)
-    const excerpt = questionStem(q).replace(/\s+/g, ' ').trim()
+    // Only questions the learner has reached show their text. Previewing one
+    // they have not opened would give away the case before they read it.
+    const seen = seenIndexes.has(i)
+    const excerpt = seen ? questionStem(q).replace(/\s+/g, ' ').trim() : ''
     return (
       <button type="button"
-        className={`quiz-rail-item${isActive ? ' is-active' : ''}${isDone ? ' is-done' : ''}`}
+        className={`quiz-rail-item${isActive ? ' is-active' : ''}${isDone ? ' is-done' : ''}${seen ? '' : ' is-unseen'}`}
         aria-current={isActive ? 'true' : undefined}
         onClick={() => { safeNavigate(i); setNavOpen(false) }}>
         <span className="quiz-rail-num">
           {i + 1}
           {marked && <span className="quiz-rail-mark" aria-label="Marked">★</span>}
         </span>
-        <span className="quiz-rail-body">
-          <span className="quiz-rail-label">Question {i + 1}</span>
-          <span className="quiz-rail-text">{excerpt.slice(0, 64)}{excerpt.length > 64 ? '…' : ''}</span>
-          {q.difficulty && <span className={`quiz-rail-diff is-${q.difficulty}`}>{q.difficulty}</span>}
-        </span>
+        {seen && (
+          <span className="quiz-rail-body">
+            <span className="quiz-rail-label">Question {i + 1}</span>
+            <span className="quiz-rail-text">{excerpt.slice(0, 64)}{excerpt.length > 64 ? '…' : ''}</span>
+            {q.difficulty && <span className={`quiz-rail-diff is-${q.difficulty}`}>{q.difficulty}</span>}
+          </span>
+        )}
       </button>
     )
   }
diff --git a/frontend/src/pages/QuizPage.test.jsx b/frontend/src/pages/QuizPage.test.jsx
index 9948255..511f01f 100644
--- a/frontend/src/pages/QuizPage.test.jsx
+++ b/frontend/src/pages/QuizPage.test.jsx
@@ -65,24 +65,29 @@ async function begin(study = true) {
 }
 
 describe('quiz player', () => {
-  it('lists every question in the rail with a number, excerpt and difficulty', async () => {
+  it('reveals a rail excerpt only once the question has been reached', async () => {
     await begin()
-    const rail = document.querySelector('.quiz-rail-list')
-    expect(rail).toBeInTheDocument()
-
-    const items = rail.querySelectorAll('.quiz-rail-item')
+    const items = document.querySelectorAll('.quiz-rail-item')
     expect(items).toHaveLength(2)
+
+    // The current question shows its text, difficulty and label.
     expect(within(items[0]).getByText('Question 1')).toBeInTheDocument()
     expect(within(items[0]).getByText('Full first clinical question.')).toBeInTheDocument()
     expect(within(items[0]).getByText('hard')).toBeInTheDocument()
     expect(items[0]).toHaveAttribute('aria-current', 'true')
+
+    // The unopened one is a bare number — previewing it would spoil the case.
+    expect(items[1].className).toMatch(/is-unseen/)
+    expect(within(items[1]).queryByText('Full second clinical question.')).not.toBeInTheDocument()
     expect(items[1]).not.toHaveAttribute('aria-current')
 
-    // The rail navigates, and the active row follows.
+    // Reaching it reveals the excerpt and moves the active row.
     await userEvent.click(items[1])
     await findStem('Full second clinical question.')
     const after = document.querySelectorAll('.quiz-rail-item')
     expect(after[1]).toHaveAttribute('aria-current', 'true')
+    expect(after[1].className).not.toMatch(/is-unseen/)
+    expect(within(after[1]).getByText('Full second clinical question.')).toBeInTheDocument()
   })
 
   it('marks answered questions in the rail', async () => {
diff --git a/frontend/src/pages/QuizPlayer.css b/frontend/src/pages/QuizPlayer.css
index 3f6f7a4..df82025 100644
--- a/frontend/src/pages/QuizPlayer.css
+++ b/frontend/src/pages/QuizPlayer.css
@@ -16,6 +16,7 @@
   font: inherit; text-align: left; cursor: pointer; color: #4a5058;
 }
 .quiz-rail-item:hover { background: #f4f6fb; }
+.quiz-rail-item.is-unseen { padding: 7px 8px; }
 .quiz-rail-item.is-active { background: #eaf0fa; border-left-color: #496fa5; color: #253038; }
 .quiz-rail-num {
   flex-shrink: 0; width: 26px; height: 26px; border-radius: 50%;