diff --git a/backend/internal/service/billing_context_schedule.go b/backend/internal/service/billing_context_schedule.go
index ae91543adc..ea4869d9ca 100644
--- a/backend/internal/service/billing_context_schedule.go
+++ b/backend/internal/service/billing_context_schedule.go
@@ -119,11 +119,8 @@ func (s *BillingService) ResolveContextPricingSchedule(ctx context.Context, reso
 		}
 		tiers = append(tiers, tier)
 	}
-	if legacy == nil {
-		applyIntervalContextLabels(tiers, resolved.Intervals)
-	}
 	tiers = mergeEqualContextTiers(tiers)
-	applyGeneratedContextLabels(tiers, plan)
+	applyContextTierLabels(tiers, plan)
 
 	basis := ContextPricingBasisWholeRequest
 	if legacy != nil {
@@ -330,35 +327,14 @@ func contextPricePtr(v *float64, explicit bool) *float64 {
 	return v
 }
 
-// applyIntervalContextLabels 把管理员在渠道区间上配置的 tier_label 带到对应档位。
-func applyIntervalContextLabels(tiers []ContextPricingTier, intervals []PricingInterval) {
-	for i := range tiers {
-		for j := range intervals {
-			iv := &intervals[j]
-			if iv.TierLabel == "" || iv.MinTokens != tiers[i].MinTokens {
-				continue
-			}
-			if (iv.MaxTokens == nil) != (tiers[i].MaxTokens == nil) {
-				continue
-			}
-			if iv.MaxTokens != nil && *iv.MaxTokens != *tiers[i].MaxTokens {
-				continue
-			}
-			tiers[i].Label = iv.TierLabel
-			break
-		}
-	}
-}
-
-// mergeEqualContextTiers 合并相邻、四项单价相同且都没有管理员标签的段
-// （倍率 ≤1 的目录、关闭阶梯等场景塌成单档）。
+// mergeEqualContextTiers 合并相邻且四项单价相同的段（倍率 ≤1 的目录、关闭阶梯等场景塌成单档）。
 func mergeEqualContextTiers(tiers []ContextPricingTier) []ContextPricingTier {
 	if len(tiers) < 2 {
 		return tiers
 	}
 	merged := make([]ContextPricingTier, 0, len(tiers))
 	for _, t := range tiers {
-		if n := len(merged); n > 0 && merged[n-1].Label == "" && t.Label == "" && sameContextPrices(merged[n-1], t) {
+		if n := len(merged); n > 0 && sameContextPrices(merged[n-1], t) {
 			merged[n-1].MaxTokens = t.MaxTokens
 			continue
 		}
@@ -383,25 +359,25 @@ func samePricePtr(a, b *float64) bool {
 	return math.Abs(*a-*b) <= scale*1e-9
 }
 
-// applyGeneratedContextLabels 给档位打标签：渠道区间沿用管理员配置的 tier_label；
-// 目录阶梯/旧规则的两档按阈值生成（达到阈值即进高档时用 < / ≥）。
-func applyGeneratedContextLabels(tiers []ContextPricingTier, plan contextBreakpointPlan) {
+// applyContextTierLabels 给多档阶梯打统一形态的标签：有上限的档为「≤上限」，
+// 末档为「>下限」；档位按上下文升序，因此相邻的 ≤100K / ≤200K 即表示 (100K,200K]。
+// 目录阶梯/旧规则在"达到阈值即进高档"时改用 < / ≥ 表达阈值本身。
+// 渠道区间上的 tier_label 不用于 token 档位（token 模式的管理表单不暴露该字段）。
+func applyContextTierLabels(tiers []ContextPricingTier, plan contextBreakpointPlan) {
 	if len(tiers) < 2 {
 		return
 	}
-	if plan.thresholdBound > 0 {
-		label := formatContextTokenCount(plan.threshold)
-		lowPrefix, highPrefix := "≤", ">"
-		if plan.thresholdInclusive {
-			lowPrefix, highPrefix = "<", "≥"
-		}
-		for i := range tiers {
-			switch {
-			case tiers[i].MaxTokens != nil && *tiers[i].MaxTokens == plan.thresholdBound:
-				tiers[i].Label = lowPrefix + label
-			case tiers[i].MinTokens == plan.thresholdBound:
-				tiers[i].Label = highPrefix + label
-			}
+	for i := range tiers {
+		t := &tiers[i]
+		switch {
+		case plan.thresholdInclusive && t.MaxTokens != nil && *t.MaxTokens == plan.thresholdBound:
+			t.Label = "<" + formatContextTokenCount(plan.threshold)
+		case plan.thresholdInclusive && t.MinTokens == plan.thresholdBound:
+			t.Label = "≥" + formatContextTokenCount(plan.threshold)
+		case t.MaxTokens != nil:
+			t.Label = "≤" + formatContextTokenCount(*t.MaxTokens)
+		default:
+			t.Label = ">" + formatContextTokenCount(t.MinTokens)
 		}
 	}
 }
diff --git a/backend/internal/service/billing_context_schedule_test.go b/backend/internal/service/billing_context_schedule_test.go
index 04b7816c4a..9223c78352 100644
--- a/backend/internal/service/billing_context_schedule_test.go
+++ b/backend/internal/service/billing_context_schedule_test.go
@@ -106,7 +106,7 @@ func scheduleScenarios() []scheduleScenario {
 			},
 		},
 		{
-			name: "渠道倍率区间按渠道平价覆盖后的 base 折算", model: "claude-sonnet-4", platform: PlatformAnthropic, groupPlatform: PlatformAnthropic,
+			name: "渠道倍率区间按渠道平价覆盖后的 base 折算（区间自定义标签不用于档位）", model: "claude-sonnet-4", platform: PlatformAnthropic, groupPlatform: PlatformAnthropic,
 			group: enabledGroup(PlatformAnthropic), wantBasis: ContextPricingBasisWholeRequest,
 			channel: sonnetChannel(
 				PricingInterval{MinTokens: 0, MaxTokens: intPtr(200000), InputMultiplier: p(1)},
@@ -114,8 +114,8 @@ func scheduleScenarios() []scheduleScenario {
 			),
 			check: func(t *testing.T, s *ContextPricingSchedule) {
 				require.Len(t, s.Tiers, 2)
-				requireTier(t, s.Tiers[0], 0, intPtr(200000), "", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
-				requireTier(t, s.Tiers[1], 200000, nil, "long", p(4e-6), p(22.5e-6), p(7.5e-6), p(0.6e-6))
+				requireTier(t, s.Tiers[0], 0, intPtr(200000), "≤200K", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[1], 200000, nil, ">200K", p(4e-6), p(22.5e-6), p(7.5e-6), p(0.6e-6))
 			},
 		},
 		{
@@ -139,9 +139,9 @@ func scheduleScenarios() []scheduleScenario {
 			),
 			check: func(t *testing.T, s *ContextPricingSchedule) {
 				require.Len(t, s.Tiers, 3)
-				requireTier(t, s.Tiers[0], 0, intPtr(100000), "", p(1e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
-				requireTier(t, s.Tiers[1], 100000, intPtr(200000), "", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
-				requireTier(t, s.Tiers[2], 200000, nil, "", p(4e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[0], 0, intPtr(100000), "≤100K", p(1e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[1], 100000, intPtr(200000), "≤200K", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[2], 200000, nil, ">200K", p(4e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
 			},
 		},
 		{
@@ -153,8 +153,8 @@ func scheduleScenarios() []scheduleScenario {
 			),
 			check: func(t *testing.T, s *ContextPricingSchedule) {
 				require.Len(t, s.Tiers, 2)
-				requireTier(t, s.Tiers[0], 0, intPtr(200000), "", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
-				requireTier(t, s.Tiers[1], 200000, nil, "", p(4e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[0], 0, intPtr(200000), "≤200K", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[1], 200000, nil, ">200K", p(4e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
 			},
 		},
 		{
@@ -166,8 +166,8 @@ func scheduleScenarios() []scheduleScenario {
 			),
 			check: func(t *testing.T, s *ContextPricingSchedule) {
 				require.Len(t, s.Tiers, 3)
-				requireTier(t, s.Tiers[1], 200000, intPtr(1000000), "", p(4e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
-				requireTier(t, s.Tiers[2], 1000000, nil, "", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[1], 200000, intPtr(1000000), "≤1M", p(4e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
+				requireTier(t, s.Tiers[2], 1000000, nil, ">1M", p(2e-6), p(15e-6), p(3.75e-6), p(0.3e-6))
 			},
 		},
 		{
@@ -336,6 +336,13 @@ func TestResolveContextPricingSchedule_Scenarios(t *testing.T) {
 			for i := 1; i < len(sched.Tiers); i++ {
 				require.NotNil(t, sched.Tiers[i-1].MaxTokens)
 				require.Equal(t, *sched.Tiers[i-1].MaxTokens, sched.Tiers[i].MinTokens, "档位连续")
+				require.Less(t, sched.Tiers[i-1].MinTokens, sched.Tiers[i].MinTokens, "档位按上下文升序")
+			}
+			if len(sched.Tiers) > 1 {
+				for i, tier := range sched.Tiers {
+					require.NotEmpty(t, tier.Label, "多档时每档都有标签 #%d", i)
+				}
+				require.Nil(t, sched.Tiers[len(sched.Tiers)-1].MaxTokens, "末档无上限")
 			}
 			if sc.check != nil {
 				sc.check(t, sched)
diff --git a/frontend/src/components/modelPlaza/PlazaModelPricingTable.vue b/frontend/src/components/modelPlaza/PlazaModelPricingTable.vue
index 96ad18df68..66082a0dcc 100644
--- a/frontend/src/components/modelPlaza/PlazaModelPricingTable.vue
+++ b/frontend/src/components/modelPlaza/PlazaModelPricingTable.vue
@@ -381,14 +381,19 @@ function hasOfficialCache(o: NonNullable<PlazaModel['official_pricing']>): boole
   return o.cache_write_price != null || o.cache_read_price != null || o.cache_write_1h_price != null
 }
 
+/** 上下文档位按下限升序展示(后端已升序,此处兜底)。 */
+function sortByContext(intervals: UserPricingInterval[]): UserPricingInterval[] {
+  return [...intervals].sort((a, b) => a.min_tokens - b.min_tokens)
+}
+
 /** token 模式的阶梯定价(内联进输入/输出/缓存列)。 */
 function tokenIntervals(m: PlazaModel): UserPricingInterval[] {
-  return m.pricing?.intervals ?? []
+  return sortByContext(m.pricing?.intervals ?? [])
 }
 
 /** 官方阶梯(后端按目录规则合成,不受分组开关影响)。 */
 function officialIntervals(m: PlazaModel): UserPricingInterval[] {
-  return m.official_pricing?.intervals ?? []
+  return sortByContext(m.official_pricing?.intervals ?? [])
 }
 
 /** 任一档带缓存价才按档渲染缓存列;否则沿用平价的写入/读取两行。 */
@@ -409,18 +414,14 @@ function requestIntervals(m: PlazaModel): UserPricingInterval[] {
   return (m.pricing?.intervals ?? []).filter((iv) => iv.per_request_price != null)
 }
 
-/** 档位标签:优先管理员配置的 tier_label,否则按 token 区间生成(≤200K / >200K / 100–200K / 200K–1M)。 */
+/**
+ * 档位标签:优先后端/管理员给出的 tier_label,否则按区间生成统一形态——
+ * 有上限为「≤上限」,末档为「>下限」;档位升序排列,相邻的 ≤100K / ≤200K 即表示 (100K,200K]。
+ */
 function tierLabel(iv: UserPricingInterval): string {
   if (iv.tier_label) return iv.tier_label
   const { min_tokens: min, max_tokens: max } = iv
-  if (max == null) return `>${formatTokenCount(min)}`
-  if (min === 0) return `≤${formatTokenCount(max)}`
-  const lo = formatTokenCount(min)
-  const hi = formatTokenCount(max)
-  // 同单位时省略前一个单位(100–200K),节省列宽
-  const unit = hi.slice(-1)
-  if (/[KM]/.test(unit) && lo.endsWith(unit)) return `${lo.slice(0, -1)}–${hi}`
-  return `${lo}–${hi}`
+  return max == null ? `>${formatTokenCount(min)}` : `≤${formatTokenCount(max)}`
 }
 
 function formatTokenCount(n: number): string {
diff --git a/frontend/src/components/modelPlaza/__tests__/PlazaModelPricingTable.spec.ts b/frontend/src/components/modelPlaza/__tests__/PlazaModelPricingTable.spec.ts
index 4ef79cce76..3bc2e54700 100644
--- a/frontend/src/components/modelPlaza/__tests__/PlazaModelPricingTable.spec.ts
+++ b/frontend/src/components/modelPlaza/__tests__/PlazaModelPricingTable.spec.ts
@@ -507,23 +507,21 @@ describe('PlazaModelPricingTable 长上下文阶梯', () => {
     expect(marginal.findAll('tbody td')[0].text()).toContain('modelPlaza.table.marginalBadge')
   })
 
-  it('自定义中间档标签同单位时省略前一个单位', () => {
+  it('无标签的多档按区间生成统一形态(≤上限 / >下限),并按下限升序展示', () => {
     const model = ladderModel({
       pricing: {
         ...ladderModel().pricing!,
+        // 故意乱序:展示必须按上下文从低到高
         intervals: [
-          { ...ladderIntervals()[0], max_tokens: 100000, tier_label: '' },
+          { ...ladderIntervals()[1], min_tokens: 1000000, tier_label: '' },
           { ...ladderIntervals()[0], min_tokens: 100000, max_tokens: 200000, tier_label: '' },
-          { ...ladderIntervals()[1], min_tokens: 200000, max_tokens: 1000000, tier_label: '' },
-          { ...ladderIntervals()[1], min_tokens: 1000000, tier_label: '' }
+          { ...ladderIntervals()[0], max_tokens: 100000, tier_label: '' },
+          { ...ladderIntervals()[1], min_tokens: 200000, max_tokens: 1000000, tier_label: '' }
         ]
       }
     })
-    const text = mountTable([model], 1).findAll('tbody td')[1].text()
-    expect(text).toContain('≤100K')
-    expect(text).toContain('100–200K')
-    expect(text).toContain('200K–1M')
-    expect(text).toContain('>1M')
+    const rows = mountTable([model], 1).findAll('tbody td')[1].findAll('.leading-5')
+    expect(rows.map((r) => r.text().split(/\s+/)[0])).toEqual(['≤100K', '≤200K', '≤1M', '>1M'])
   })
 
   it('官方无 intervals 字段(旧响应)时官方列保持平价,实付无阶梯时缓存列保持两行', () => {