diff --git a/docs/02-architecture-and-code-map.md b/docs/02-architecture-and-code-map.md
index 1da0c41..94a0e3b 100644
--- a/docs/02-architecture-and-code-map.md
+++ b/docs/02-architecture-and-code-map.md
@@ -2,8 +2,8 @@
 generated: true (请先修改 Gitea Wiki，禁止直接编辑本文件)
 wiki_page: Architecture-and-Code-Map
 wiki_url: https://git.ilapage.cn/OPC/goauto/wiki/Architecture-and-Code-Map.-
-wiki_revision: 2864a22f9e0f54a0663a56ab27d4b84052be3aac
-synchronized_at: 2026-09-01T15:31:13Z
+wiki_revision: 568d40fd882dc520e247226c4dd4d5c6b03122d9
+synchronized_at: 2026-09-02T13:23:01Z
 <!-- gitea-wiki-mirror:end -->
 
 <!-- gitea-wiki-mirror:start -->
@@ -326,3 +326,10 @@ PddProductDetailCollector
 - `shopee_spec_auto_match_work_item` 按蝦皮商品唯一保存输入指纹、尝试次数、下次尝试时间和逐商品租约。已完成或低置信度/无结果的相同输入不重复调用 AI；规格、关联或 AI 设置更新时间变化后才允许重新处理。
 - 迁移 `1788290000000_shopee_spec_auto_match.go` 幂等创建两张表并写入调用目标 `GoAutoShopeeSpecAutoMatch`。系统任务默认关闭，默认 Cron 为每小时第 15 分钟、每批最多 20 个商品。
 - Admin 蝦皮商品列表通过异步手动接口启动同一批次并轮询最近运行摘要；该入口仅管理员可用，不创建采购任务、订单，不调用 Android Agent，也不执行付款。
+
+## SYB 异常规格 AI 定时解析（#198）
+
+- `server/app/goauto/sybimport/ai_parse_batch.go` 以 SYB 明细为单位执行“确定性重解析 → 封闭候选 AI 解析”，与 #195 的“蝦皮规格 → PDD 规格”任务保持独立。
+- `syb_spec_ai_parse_run` 保存全局批次、活动槽、租约与结构化计数；`syb_spec_ai_parse_work_item` 按 `syb_product_id` 唯一保存输入指纹、尝试次数、冷却和逐行租约。
+- `syb_product` 的 `ai_confirmed`、置信度、限长理由、确认时间和隐藏输入指纹记录 AI 确认事实；`parse_status` 仍只记录确定性解析器结果，`manually_confirmed` 仍只代表人工决定。
+- Provider 只接收单条 `productSpec` 和关联蝦皮商品的颜色/尺码候选；返回值必须逐字属于对应候选。采购可信门禁接受仍有效的 AI 确认，但候选消失后立即 fail-closed。
diff --git a/docs/03-business-rules-and-glossary.md b/docs/03-business-rules-and-glossary.md
index 72e971a..86af231 100644
--- a/docs/03-business-rules-and-glossary.md
+++ b/docs/03-business-rules-and-glossary.md
@@ -2,8 +2,8 @@
 generated: true (请先修改 Gitea Wiki，禁止直接编辑本文件)
 wiki_page: Business-Rules-and-Glossary
 wiki_url: https://git.ilapage.cn/OPC/goauto/wiki/Business-Rules-and-Glossary.-
-wiki_revision: 0e1df62c48aeba32a7d5e4956783f0af68e8e658
-synchronized_at: 2026-09-01T15:31:24Z
+wiki_revision: a60c48f56ec7cad6f886df78a644fbabb92d288f
+synchronized_at: 2026-09-02T13:23:12Z
 <!-- gitea-wiki-mirror:end -->
 
 # 业务规则与术语
@@ -401,3 +401,11 @@ synchronized_at: 2026-09-01T15:31:24Z
 - 定时与管理员手动执行共用全局活动槽和逐商品工作状态。单批默认最多 20 个商品；同一规格上下文与 AI 设置更新时间未变化时，已完成、低置信度或无结果商品不重复调用 AI。
 - Provider 临时失败最多尝试 3 次，间隔至少 60 分钟；输入变化后重新计算指纹并允许重新处理。运行记录只保存结构化计数和脱敏限长错误，不保存 API Key、Provider 原始响应、商品原始 JSON 或个人数据。
 - 系统定时任务迁移后默认关闭，须由管理员明确启用。该能力仅维护蝦皮与 PDD 颜色/尺码映射，不创建采购任务、PDD 订单，不触发 Agent，也不执行付款。
+
+## SYB 异常采购规格 AI 解析（#198）
+
+- SYB 采购规格采用两阶段流程：先把货运单明细 `productSpec` 解析为目标颜色/尺码，再由 #195 把蝦皮规格匹配到 PDD 规格；两阶段不得混为同一匹配事实。
+- 定时任务只处理未人工确认且确定性解析为 `uncertain` / `failed` 的明细。每条先重跑确定性解析；空 `productSpec`、无关联蝦皮商品、无颜色/尺码候选或同一角色存在多个候选维度时不调用 AI，继续人工处理。
+- AI 只在关联蝦皮商品的封闭候选集合中返回原始颜色/尺码，并必须提供达到当前自动确认阈值的置信度和非空理由；集合外值、缺失角色、低置信度、歧义、无结果和输入漂移都不得确认。
+- `parse_status` 保留确定性解析器结论；AI 与人工确认分别记录，人工优先级最高。重复同步不得覆盖人工值；完全相同输入保留 AI 值，来源或关联变化会清除旧 AI 确认。
+- 同一输入的低置信度或无结果不重复调用 Provider；临时故障至少 60 分钟后重试，最多 3 次。任务不创建采集/采购任务、订单，不执行 Android 动作或付款。
diff --git a/docs/08-agent-api-contract.md b/docs/08-agent-api-contract.md
index d060723..69ebcac 100644
--- a/docs/08-agent-api-contract.md
+++ b/docs/08-agent-api-contract.md
@@ -2,8 +2,8 @@
 generated: true (请先修改 Gitea Wiki，禁止直接编辑本文件)
 wiki_page: Android-Agent-API-Contract
 wiki_url: https://git.ilapage.cn/OPC/goauto/wiki/Android-Agent-API-Contract.-
-wiki_revision: 87219820eec3964ee5379f1edba6a62e94bddd2e
-synchronized_at: 2026-09-01T15:32:52Z
+wiki_revision: 75cebdfb2408d35e59d05d5755068b6d8cd126f5
+synchronized_at: 2026-09-02T13:24:29Z
 <!-- gitea-wiki-mirror:end -->
 
 # MVP 共享 API 契约
@@ -862,3 +862,9 @@ Agent 只比较整数 `versionCode`。设备有活动任务时禁止检查、下
 返回 `data.run`；从未执行时为 `null`。运行摘要包含 `id/requestId/trigger/status/batchLimit/scannedCount/eligibleCount/processedCount/confirmedCount/unmatchedCount/failedCount/startedAt/finishedAt` 和可选脱敏 `errorSummary`，不得返回 API Key、Provider 原始响应或商品原始 JSON。
 
 `status` 当前为 `running`、`completed`、`completed_partial` 或 `failed`。页面只轮询最近摘要；查询本身不调用 AI。批次只更新蝦皮商品规格映射，不创建采购任务、订单或付款动作。
+
+## SYB 异常规格 AI 解析字段（#198）
+
+既有 SYB 商品列表与详情响应增加以下只读字段：`aiConfirmed`、可空 `aiConfidence`、可空 `aiReason`、可空 `aiConfirmedAt`。`aiInputFingerprint` 仅用于服务端并发和漂移校验，禁止通过 API 返回。`parseStatus` / `parseNote` 继续表示确定性解析器结果，`manuallyConfirmed` 继续只表示人工确认。
+
+采购预检把仍命中关联蝦皮当前候选的 `aiConfirmed=true` 视为可信目标规格；候选消失、关联变化或来源重导入使其失效，并返回重新解析/人工修正原因。该能力不新增 Android 接口或 Agent 字段，不创建采购任务或订单。
diff --git a/docs/13-deployment-and-operations.md b/docs/13-deployment-and-operations.md
index bf55727..272739d 100644
--- a/docs/13-deployment-and-operations.md
+++ b/docs/13-deployment-and-operations.md
@@ -2,8 +2,8 @@
 generated: true (请先修改 Gitea Wiki，禁止直接编辑本文件)
 wiki_page: Deployment-and-Operations
 wiki_url: https://git.ilapage.cn/OPC/goauto/wiki/Deployment-and-Operations.-
-wiki_revision: 929a9496d2e4aa25769351e08075dce6bd993b2d
-synchronized_at: 2026-09-02T09:40:46Z
+wiki_revision: 6b6458ea30bc2140ad39dbf0c28c0d5896ee7618
+synchronized_at: 2026-09-02T13:23:38Z
 <!-- gitea-wiki-mirror:end -->
 
 # 部署与运维
@@ -56,3 +56,10 @@ Provider 故障日志只允许记录调用关联 ID、操作类型、耗时、
 - 定时和手动触发共享数据库唯一活动槽。看到“已有自动匹配正在运行”属于正常互斥结果；运行租约超过 30 分钟会在下次触发时安全释放并把旧运行标记失败。处理每个商品前会续租。
 - Provider 临时失败的商品至少 60 分钟后重试，最多 3 次；低置信度或无结果在输入指纹不变时不会重复调用。排错优先查看 `shopee_spec_auto_match_run` 的结构化计数与脱敏错误，以及 `shopee_spec_auto_match_work_item` 的状态、尝试次数、下次尝试时间和租约；不得输出或复制 API Key、Provider 原始响应、商品原始 JSON 或个人数据。
 - 紧急回退只需关闭系统任务并停止使用 Admin 手动入口；保留运行记录和既有已确认映射用于审计，不删除数据，也不回滚 #194。
+
+## SYB 异常规格 AI 定时任务（#198）
+
+- 追加迁移 `1788354164329_syb_spec_ai_parse.go` 创建 AI 确认字段、`syb_spec_ai_parse_run`、`syb_spec_ai_parse_work_item`，并幂等写入 `sys_job.invoke_target=GoAutoSYBSpecAIParse`。
+- 系统任务默认关闭，默认 Cron 为每小时第 5 分钟、参数 `{"batchLimit":20}`；迁移重跑不得覆盖管理员后续修改的 Cron、参数或启停状态。建议先运行该任务，再由默认第 15 分钟的 #195 完成蝦皮到 PDD 的规格匹配。
+- 多实例通过可空唯一活动槽和租约保证全局单批运行；逐行工作项按输入指纹去重。Provider 临时失败至少 60 分钟后重试且最多 3 次，低置信度/无结果在输入不变时不重复调用。
+- 上线顺序为：备份数据库、执行追加迁移、发布服务并保持任务关闭、核验表/字段/任务种子，再由管理员决定是否启用。排错只查看运行计数、工作状态和脱敏错误，不输出 API Key、Provider 原始响应、完整 RawJSON 或订单数据。
diff --git a/server/app/goauto/aimatching/service.go b/server/app/goauto/aimatching/service.go
index 7f8794b..dccc430 100644
--- a/server/app/goauto/aimatching/service.go
+++ b/server/app/goauto/aimatching/service.go
@@ -195,6 +195,58 @@ func (s *Service) Resolve(ctx context.Context, request MatchRequest) (MatchResul
 	return result, nil
 }
 
+// ResolveSYBSpec parses one SYB productSpec into the linked Shopee product's
+// exact color/size labels. Unlike Resolve, this operation does not map to PDD:
+// every non-empty answer must be an exact member of the supplied Shopee set.
+func (s *Service) ResolveSYBSpec(ctx context.Context, request SYBSpecParseRequest) (SYBSpecParseResult, error) {
+	request.ProductSpec = strings.TrimSpace(request.ProductSpec)
+	request.Colors = usableCandidates(request.Colors)
+	request.Sizes = usableCandidates(request.Sizes)
+	if request.ProductSpec == "" || (len(request.Colors) == 0 && len(request.Sizes) == 0) {
+		return SYBSpecParseResult{}, fail(CodeNoMatch, "SYB 采购规格缺少可判断的原文或蝦皮候选")
+	}
+	setting, apiKey, err := s.activeSetting(ctx)
+	if err != nil {
+		return SYBSpecParseResult{}, err
+	}
+	payload := openAIChatRequest{Model: setting.Model, Temperature: 0, Messages: []openAIMessage{
+		{Role: "system", Content: "你只负责把一条 SYB 商品规格原文解析成给定蝦皮候选中的原始颜色和尺码。不得猜测、不得改写候选、不得返回候选外文本。只返回 JSON：{\"color\":\"颜色候选原文或空\",\"size\":\"尺码候选原文或空\",\"reason\":\"简短原因\",\"confidence\":0到1}。提供了某角色候选时必须唯一可靠地选择一个，否则对应字段留空。"},
+		{Role: "user", Content: sybSpecParsePrompt(request)},
+	}}
+	body, err := json.Marshal(payload)
+	if err != nil {
+		return SYBSpecParseResult{}, &Error{Code: CodeProviderUnavailable, Message: "SYB 规格 AI 解析请求生成失败", Cause: err}
+	}
+	ctx, cancel := context.WithTimeout(ctx, time.Duration(setting.TimeoutSeconds)*time.Second)
+	defer cancel()
+	httpRequest, err := http.NewRequestWithContext(ctx, http.MethodPost, endpoint(setting.BaseURL, "chat/completions"), bytes.NewReader(body))
+	if err != nil {
+		return SYBSpecParseResult{}, fail(CodeInvalidSetting, "AI 服务地址无效")
+	}
+	httpRequest.Header.Set("Authorization", "Bearer "+apiKey)
+	httpRequest.Header.Set("Content-Type", "application/json")
+	response, err := s.httpClient().Do(httpRequest)
+	if err != nil {
+		return SYBSpecParseResult{}, &Error{Code: CodeProviderUnavailable, Message: "SYB 规格 AI 解析服务暂时不可用", Cause: err}
+	}
+	defer response.Body.Close()
+	responseBody, readErr := io.ReadAll(io.LimitReader(response.Body, 1<<20))
+	if readErr != nil || response.StatusCode < http.StatusOK || response.StatusCode >= http.StatusMultipleChoices {
+		return SYBSpecParseResult{}, fail(CodeProviderUnavailable, "SYB 规格 AI 解析服务暂时不可用")
+	}
+	choice, err := parseProviderChoice(responseBody)
+	if err != nil || !validClosedChoice(choice.Color, request.Colors) || !validClosedChoice(choice.Size, request.Sizes) {
+		return SYBSpecParseResult{}, fail(CodeNoMatch, "AI 未能在蝦皮候选中唯一解析采购规格")
+	}
+	if choice.Confidence == nil || *choice.Confidence < 0 || *choice.Confidence > 1 || strings.TrimSpace(choice.Reason) == "" {
+		return SYBSpecParseResult{}, fail(CodeNoMatch, "AI 解析结果缺少有效置信度或理由")
+	}
+	return SYBSpecParseResult{
+		Color: choice.Color, Size: choice.Size, Provider: ProviderOpenAICompatible,
+		Model: setting.Model, Reason: safeReason(choice.Reason), Confidence: choice.Confidence,
+	}, nil
+}
+
 func (s *Service) activeSetting(ctx context.Context) (models.AIMatchingSetting, string, error) {
 	setting, err := s.setting(ctx)
 	if errors.Is(err, gorm.ErrRecordNotFound) || !setting.Enabled {
@@ -310,6 +362,22 @@ func validChoice(target, selected string, candidates []string) bool {
 	return false
 }
 
+func validClosedChoice(selected string, candidates []string) bool {
+	selected = strings.TrimSpace(selected)
+	if len(candidates) == 0 {
+		return selected == ""
+	}
+	if selected == "" {
+		return false
+	}
+	for _, candidate := range candidates {
+		if candidate == selected {
+			return true
+		}
+	}
+	return false
+}
+
 func safeReason(reason string) string {
 	reason = strings.TrimSpace(reason)
 	if reason == "" {
@@ -332,6 +400,16 @@ func matchPrompt(request MatchRequest) string {
 	return string(raw)
 }
 
+func sybSpecParsePrompt(request SYBSpecParseRequest) string {
+	payload := struct {
+		ProductSpec string   `json:"productSpec"`
+		Colors      []string `json:"shopeeColorCandidates,omitempty"`
+		Sizes       []string `json:"shopeeSizeCandidates,omitempty"`
+	}{request.ProductSpec, request.Colors, request.Sizes}
+	raw, _ := json.Marshal(payload)
+	return string(raw)
+}
+
 type openAIMessage struct {
 	Role    string `json:"role"`
 	Content string `json:"content"`
diff --git a/server/app/goauto/aimatching/service_test.go b/server/app/goauto/aimatching/service_test.go
index 0238445..1c99746 100644
--- a/server/app/goauto/aimatching/service_test.go
+++ b/server/app/goauto/aimatching/service_test.go
@@ -2,6 +2,7 @@ package aimatching
 
 import (
 	"context"
+	"encoding/json"
 	"errors"
 	"io"
 	"net/http"
@@ -135,3 +136,61 @@ func TestAutoConfirmThresholdDefaultsPersistsAndValidates(t *testing.T) {
 		t.Fatalf("invalid threshold err=%v", err)
 	}
 }
+
+func TestResolveSYBSpecUsesOnlyProductSpecAndClosedShopeeCandidates(t *testing.T) {
+	service := matcherTestService(t)
+	if _, err := service.SaveSettings(context.Background(), SaveSettingsRequest{Enabled: true, BaseURL: "https://provider.example/v1", Model: "test-model", APIKey: "test-secret", TimeoutSeconds: 8}, 7); err != nil {
+		t.Fatal(err)
+	}
+	var sent map[string]any
+	service.HTTPClient = &http.Client{Transport: roundTripper(func(request *http.Request) (*http.Response, error) {
+		raw, err := io.ReadAll(request.Body)
+		if err != nil {
+			t.Fatal(err)
+		}
+		if err := json.Unmarshal(raw, &sent); err != nil {
+			t.Fatal(err)
+		}
+		body := `{"choices":[{"message":{"content":"{\"color\":\"黑色\",\"size\":\"XL\",\"reason\":\"原文对应唯一候选\",\"confidence\":0.95}"}}]}`
+		return &http.Response{StatusCode: http.StatusOK, Header: make(http.Header), Body: io.NopCloser(strings.NewReader(body)), Request: request}, nil
+	})}
+	result, err := service.ResolveSYBSpec(context.Background(), SYBSpecParseRequest{ProductSpec: "黑色 XL【备注】", Colors: []string{"黑色", "白色"}, Sizes: []string{"L", "XL"}})
+	if err != nil || result.Color != "黑色" || result.Size != "XL" || result.Confidence == nil || *result.Confidence != 0.95 {
+		t.Fatalf("result=%+v err=%v", result, err)
+	}
+	encoded, _ := json.Marshal(sent)
+	for _, forbidden := range []string{"orderCode", "address", "rawJson", "price", "test-secret"} {
+		if strings.Contains(string(encoded), forbidden) {
+			t.Fatalf("provider payload leaked forbidden field %q: %s", forbidden, encoded)
+		}
+	}
+	for _, required := range []string{"productSpec", "shopeeColorCandidates", "shopeeSizeCandidates"} {
+		if !strings.Contains(string(encoded), required) {
+			t.Fatalf("provider payload missing %q: %s", required, encoded)
+		}
+	}
+}
+
+func TestResolveSYBSpecRejectsCandidateOutsideClosedSetAndMissingConfidence(t *testing.T) {
+	service := matcherTestService(t)
+	if _, err := service.SaveSettings(context.Background(), SaveSettingsRequest{Enabled: true, BaseURL: "https://provider.example/v1", Model: "test-model", APIKey: "test-secret", TimeoutSeconds: 8}, 7); err != nil {
+		t.Fatal(err)
+	}
+	responses := []string{
+		`{"choices":[{"message":{"content":"{\"color\":\"灰色\",\"size\":\"XL\",\"reason\":\"猜测\",\"confidence\":0.99}"}}]}`,
+		`{"choices":[{"message":{"content":"{\"color\":\"黑色\",\"size\":\"XL\",\"reason\":\"候选\"}"}}]}`,
+	}
+	service.HTTPClient = &http.Client{Transport: roundTripper(func(request *http.Request) (*http.Response, error) {
+		body := responses[0]
+		responses = responses[1:]
+		return &http.Response{StatusCode: http.StatusOK, Header: make(http.Header), Body: io.NopCloser(strings.NewReader(body)), Request: request}, nil
+	})}
+	request := SYBSpecParseRequest{ProductSpec: "黑 XL", Colors: []string{"黑色"}, Sizes: []string{"XL"}}
+	for i := 0; i < 2; i++ {
+		_, err := service.ResolveSYBSpec(context.Background(), request)
+		var target *Error
+		if !errors.As(err, &target) || target.Code != CodeNoMatch {
+			t.Fatalf("attempt %d err=%v", i, err)
+		}
+	}
+}
diff --git a/server/app/goauto/aimatching/types.go b/server/app/goauto/aimatching/types.go
index 0c10e31..419ee40 100644
--- a/server/app/goauto/aimatching/types.go
+++ b/server/app/goauto/aimatching/types.go
@@ -29,6 +29,24 @@ type MatchRequest struct {
 	Sizes       []string
 }
 
+// SYBSpecParseRequest contains the only source text and closed Shopee
+// candidate sets that may leave GoAuto for an AI-assisted SYB parse. It must
+// never contain the shipment/order, account, address, price or full raw JSON.
+type SYBSpecParseRequest struct {
+	ProductSpec string
+	Colors      []string
+	Sizes       []string
+}
+
+type SYBSpecParseResult struct {
+	Color      string
+	Size       string
+	Provider   string
+	Model      string
+	Reason     string
+	Confidence *float64
+}
+
 type CandidateSnapshot struct {
 	Colors []string `json:"colors,omitempty"`
 	Sizes  []string `json:"sizes,omitempty"`
diff --git a/server/app/goauto/migrations/migrate.go b/server/app/goauto/migrations/migrate.go
index 85eaf54..8289c27 100644
--- a/server/app/goauto/migrations/migrate.go
+++ b/server/app/goauto/migrations/migrate.go
@@ -37,6 +37,8 @@ func MigratedModels() []any {
 		&models.ShopeeSpecAutoMatchRun{},
 		&models.ShopeeSpecAutoMatchWorkItem{},
 		&models.SYBProduct{},
+		&models.SYBSpecAIParseRun{},
+		&models.SYBSpecAIParseWorkItem{},
 		&models.SYBSession{},
 		&models.SYBShop{},
 		&models.SYBSyncRun{},
diff --git a/server/app/goauto/models/schema.go b/server/app/goauto/models/schema.go
index fdc0bc6..51776d9 100644
--- a/server/app/goauto/models/schema.go
+++ b/server/app/goauto/models/schema.go
@@ -533,6 +533,15 @@ type SYBProduct struct {
 	// recording the parser's own last output for audit even after a manual
 	// correction; it is not overwritten by the correction itself.
 	ManuallyConfirmed bool `json:"manuallyConfirmed" gorm:"not null;default:false"`
+	// AIConfirmed is independent of ParseStatus: ParseStatus remains the
+	// deterministic parser's audit result, while these fields record a closed-
+	// candidate, high-confidence AI decision. Human correction always clears
+	// and supersedes this decision.
+	AIConfirmed        bool       `json:"aiConfirmed" gorm:"not null;default:false;index"`
+	AIConfidence       *float64   `json:"aiConfidence,omitempty"`
+	AIReason           string     `json:"aiReason,omitempty" gorm:"size:500;not null;default:''"`
+	AIConfirmedAt      *time.Time `json:"aiConfirmedAt,omitempty"`
+	AIInputFingerprint string     `json:"-" gorm:"size:64;not null;default:'';index"`
 
 	// RawJSON is the untouched `details[]` element as SYB returned it. It is
 	// what reparse (#41: "适用于解析规则更新后批量重跑，只读取已保存的原始
diff --git a/server/app/goauto/models/syb_spec_ai_parse.go b/server/app/goauto/models/syb_spec_ai_parse.go
new file mode 100644
index 0000000..37e6343
--- /dev/null
+++ b/server/app/goauto/models/syb_spec_ai_parse.go
@@ -0,0 +1,48 @@
+package models
+
+import "time"
+
+// SYBSpecAIParseRun is one globally serialized scheduled batch.
+type SYBSpecAIParseRun struct {
+	ID             uint64     `json:"id" gorm:"primaryKey;autoIncrement"`
+	RequestID      string     `json:"requestId" gorm:"size:36;not null;uniqueIndex:ux_syb_spec_ai_parse_run_request"`
+	Trigger        string     `json:"trigger" gorm:"size:16;not null;index"`
+	Status         string     `json:"status" gorm:"size:24;not null;index"`
+	ActiveSlot     *uint8     `json:"-" gorm:"uniqueIndex:ux_syb_spec_ai_parse_run_active"`
+	LeaseOwner     string     `json:"-" gorm:"size:64;not null;default:''"`
+	LeaseExpiresAt *time.Time `json:"-" gorm:"index"`
+	BatchLimit     int        `json:"batchLimit" gorm:"not null;default:20"`
+	ScannedCount   int        `json:"scannedCount" gorm:"not null;default:0"`
+	EligibleCount  int        `json:"eligibleCount" gorm:"not null;default:0"`
+	ProcessedCount int        `json:"processedCount" gorm:"not null;default:0"`
+	ConfirmedCount int        `json:"confirmedCount" gorm:"not null;default:0"`
+	UnmatchedCount int        `json:"unmatchedCount" gorm:"not null;default:0"`
+	FailedCount    int        `json:"failedCount" gorm:"not null;default:0"`
+	ErrorSummary   string     `json:"errorSummary,omitempty" gorm:"size:500;not null;default:''"`
+	StartedAt      time.Time  `json:"startedAt" gorm:"not null"`
+	FinishedAt     *time.Time `json:"finishedAt,omitempty"`
+	CreatedAt      time.Time  `json:"createdAt"`
+	UpdatedAt      time.Time  `json:"updatedAt"`
+}
+
+func (SYBSpecAIParseRun) TableName() string { return "syb_spec_ai_parse_run" }
+
+// SYBSpecAIParseWorkItem prevents unchanged ambiguous input from repeatedly
+// spending provider calls and owns the per-row recovery lease.
+type SYBSpecAIParseWorkItem struct {
+	ID               uint64     `json:"id" gorm:"primaryKey;autoIncrement"`
+	SYBProductID     uint64     `json:"sybProductId" gorm:"not null;uniqueIndex:ux_syb_spec_ai_parse_work_product"`
+	RunID            *uint64    `json:"runId,omitempty" gorm:"index"`
+	InputFingerprint string     `json:"inputFingerprint" gorm:"size:64;not null;default:'';index"`
+	Status           string     `json:"status" gorm:"size:24;not null;index"`
+	AttemptCount     int        `json:"attemptCount" gorm:"not null;default:0"`
+	NextAttemptAt    *time.Time `json:"nextAttemptAt,omitempty" gorm:"index"`
+	LeaseOwner       string     `json:"-" gorm:"size:64;not null;default:''"`
+	LeaseExpiresAt   *time.Time `json:"-" gorm:"index"`
+	LastErrorCode    string     `json:"lastErrorCode,omitempty" gorm:"size:64;not null;default:''"`
+	LastError        string     `json:"lastError,omitempty" gorm:"size:500;not null;default:''"`
+	CreatedAt        time.Time  `json:"createdAt"`
+	UpdatedAt        time.Time  `json:"updatedAt"`
+}
+
+func (SYBSpecAIParseWorkItem) TableName() string { return "syb_spec_ai_parse_work_item" }
diff --git a/server/app/goauto/purchase/ai_match_eligibility.go b/server/app/goauto/purchase/ai_match_eligibility.go
index a3ef3d3..a3607e8 100644
--- a/server/app/goauto/purchase/ai_match_eligibility.go
+++ b/server/app/goauto/purchase/ai_match_eligibility.go
@@ -32,7 +32,41 @@ type skuCombinationRow struct {
 }
 
 func sybSpecsTrusted(syb models.SYBProduct) bool {
-	return syb.ParseStatus == models.SYBParseStatusSuccess || syb.ManuallyConfirmed
+	return syb.ParseStatus == models.SYBParseStatusSuccess || syb.ManuallyConfirmed || syb.AIConfirmed
+}
+
+func aiConfirmedSpecsCurrent(syb models.SYBProduct, shopee models.ShopeeProduct) bool {
+	if !syb.AIConfirmed {
+		return true
+	}
+	specs, err := shopeeproduct.Unmarshal(shopee.SpecsJSON)
+	if err != nil {
+		return false
+	}
+	wanted := map[string]string{shopeeproduct.RoleColor: strings.TrimSpace(syb.TargetColor), shopeeproduct.RoleSize: strings.TrimSpace(syb.TargetSize)}
+	foundAny := false
+	for role, target := range wanted {
+		if target == "" {
+			continue
+		}
+		foundAny = true
+		found := false
+		for _, dimension := range specs {
+			if dimension.Role != role {
+				continue
+			}
+			for _, value := range dimension.Values {
+				if value.Name == target {
+					found = true
+					break
+				}
+			}
+		}
+		if !found {
+			return false
+		}
+	}
+	return foundAny
 }
 
 func (s *Service) loadLatestSKUCombinations(ctx context.Context, pddIDs []uint64, dataset *batchPreviewDataset) error {
diff --git a/server/app/goauto/purchase/batch.go b/server/app/goauto/purchase/batch.go
index f5d7370..926a3e7 100644
--- a/server/app/goauto/purchase/batch.go
+++ b/server/app/goauto/purchase/batch.go
@@ -406,6 +406,10 @@ func (s *Service) previewFromDataset(ctx context.Context, id uint64, dataset bat
 		item.ReasonCode, item.Reason, item.NextAction = "SHOPEE_NOT_FOUND", "关联的蝦皮商品不存在，请先处理商品档案", "open_shopee"
 		return item
 	}
+	if !aiConfirmedSpecsCurrent(syb, shopee) {
+		item.ReasonCode, item.Reason, item.NextAction = "SYB_PARSE_FAILED", "AI 解析依据已变化，请等待重新解析或人工修正", "reparse"
+		return item
+	}
 	if shopee.PDDProductID == nil {
 		item.ReasonCode, item.Reason, item.NextAction = "PDD_NOT_LINKED", "尚未关联 PDD 商品，请先关联", processActionOpenPDDLink
 		return item
diff --git a/server/app/goauto/purchase/batch_test.go b/server/app/goauto/purchase/batch_test.go
index b074866..bf77281 100644
--- a/server/app/goauto/purchase/batch_test.go
+++ b/server/app/goauto/purchase/batch_test.go
@@ -44,6 +44,28 @@ func TestBatchPreviewUsesPDDPriceAndExplainsIneligibleRows(t *testing.T) {
 	}
 }
 
+func TestSYBSpecsTrustedAcceptsAIWithoutCallingItManual(t *testing.T) {
+	row := models.SYBProduct{ParseStatus: models.SYBParseStatusUncertain, AIConfirmed: true}
+	if !sybSpecsTrusted(row) {
+		t.Fatal("a valid AI-confirmed parse must pass the purchase parse gate")
+	}
+	if row.ManuallyConfirmed {
+		t.Fatal("AI confirmation must not be represented as human confirmation")
+	}
+}
+
+func TestAIConfirmedSpecsBecomeUntrustedWhenShopeeCandidateDisappears(t *testing.T) {
+	row := models.SYBProduct{TargetColor: "黑色", TargetSize: "XL", ParseStatus: models.SYBParseStatusUncertain, AIConfirmed: true}
+	product := models.ShopeeProduct{SpecsJSON: `[{"name":"颜色","role":"color","values":[{"name":"白色","source":"import"}]},{"name":"尺码","role":"size","values":[{"name":"XL","source":"import"}]}]`}
+	if aiConfirmedSpecsCurrent(row, product) {
+		t.Fatal("removed Shopee candidate must invalidate the AI parse gate")
+	}
+	product.SpecsJSON = `[{"name":"颜色","role":"color","values":[{"name":"黑色","source":"import"}]},{"name":"尺码","role":"size","values":[{"name":"XL","source":"import"}]}]`
+	if !aiConfirmedSpecsCurrent(row, product) {
+		t.Fatal("unchanged exact Shopee candidates should keep AI parse valid")
+	}
+}
+
 func TestBatchPreviewExposesIndependentCollectionEligibility(t *testing.T) {
 	db := testDB(t)
 	fixture := seed(t, db, liveCaps(), true)
diff --git a/server/app/goauto/purchase/process_stage.go b/server/app/goauto/purchase/process_stage.go
index 0415496..e401825 100644
--- a/server/app/goauto/purchase/process_stage.go
+++ b/server/app/goauto/purchase/process_stage.go
@@ -137,7 +137,7 @@ func processStageFromDataset(id uint64, dataset batchPreviewDataset, preview Bat
 	if !ok {
 		return stage(ProcessStageManualAction, "SYB 商品不存在或已删除", "refresh")
 	}
-	if syb.ParseStatus == models.SYBParseStatusFailed {
+	if syb.ParseStatus == models.SYBParseStatusFailed && !syb.ManuallyConfirmed && !syb.AIConfirmed {
 		return stage(ProcessStageManualAction, "解析失败，请先处理", "reparse")
 	}
 	if syb.ShopeeProductID == nil {
diff --git a/server/app/goauto/sybimport/ai_parse_batch.go b/server/app/goauto/sybimport/ai_parse_batch.go
new file mode 100644
index 0000000..be815a9
--- /dev/null
+++ b/server/app/goauto/sybimport/ai_parse_batch.go
@@ -0,0 +1,489 @@
+package sybimport
+
+import (
+	"context"
+	"crypto/sha256"
+	"encoding/hex"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"strings"
+	"time"
+
+	"go-admin/app/goauto/aimatching"
+	"go-admin/app/goauto/models"
+	"go-admin/app/goauto/shopeeproduct"
+
+	"github.com/google/uuid"
+	"gorm.io/gorm"
+)
+
+const (
+	SpecAIParseInvokeTarget  = "GoAutoSYBSpecAIParse"
+	defaultAIParseBatchLimit = 20
+	aiParseLeaseDuration     = 30 * time.Minute
+	aiParseRetryDelay        = time.Hour
+	maxAIParseAttempts       = 3
+)
+
+var (
+	errAIParseWorkNotClaimed = errors.New("syb spec ai parse work not claimed")
+	errAIParseInputChanged   = errors.New("syb spec ai parse input changed")
+)
+
+type aiParseInput struct {
+	ProductSpec string
+	Colors      []string
+	Sizes       []string
+	Fingerprint string
+}
+
+func StartSpecAIParseRun(ctx context.Context, db *gorm.DB, requestID string, batchLimit int) (models.SYBSpecAIParseRun, bool, error) {
+	if _, err := uuid.Parse(strings.TrimSpace(requestID)); err != nil {
+		return models.SYBSpecAIParseRun{}, false, fmt.Errorf("requestId 必须是 UUID")
+	}
+	if batchLimit <= 0 {
+		batchLimit = defaultAIParseBatchLimit
+	}
+	if batchLimit > 100 {
+		return models.SYBSpecAIParseRun{}, false, fmt.Errorf("batchLimit 不能超过 100")
+	}
+	now := time.Now().UTC()
+	lease := now.Add(aiParseLeaseDuration)
+	one := uint8(1)
+	owner := uuid.NewString()
+	var run models.SYBSpecAIParseRun
+	created := false
+	err := db.WithContext(ctx).Transaction(func(tx *gorm.DB) error {
+		if err := tx.Model(&models.SYBSpecAIParseRun{}).
+			Where("status = ? AND active_slot = ? AND lease_expires_at < ?", "running", 1, now).
+			Updates(map[string]any{"status": "failed", "active_slot": nil, "lease_owner": "", "lease_expires_at": nil, "error_summary": "上次运行租约过期，已安全释放", "finished_at": now}).Error; err != nil {
+			return err
+		}
+		if err := tx.Where("request_id = ?", requestID).First(&run).Error; err == nil {
+			return nil
+		} else if !errors.Is(err, gorm.ErrRecordNotFound) {
+			return err
+		}
+		if err := tx.Where("status = ? AND active_slot = ?", "running", 1).First(&run).Error; err == nil {
+			return nil
+		} else if !errors.Is(err, gorm.ErrRecordNotFound) {
+			return err
+		}
+		run = models.SYBSpecAIParseRun{
+			RequestID: requestID, Trigger: "scheduled", Status: "running", ActiveSlot: &one,
+			LeaseOwner: owner, LeaseExpiresAt: &lease, BatchLimit: batchLimit, StartedAt: now,
+		}
+		if err := tx.Create(&run).Error; err != nil {
+			return err
+		}
+		created = true
+		return nil
+	})
+	if err != nil {
+		if findErr := db.WithContext(ctx).Where("status = ? AND active_slot = ?", "running", 1).First(&run).Error; findErr == nil {
+			return run, false, nil
+		}
+		return models.SYBSpecAIParseRun{}, false, err
+	}
+	return run, created, nil
+}
+
+func ProcessSpecAIParseRun(ctx context.Context, db *gorm.DB, runID uint64) error {
+	var run models.SYBSpecAIParseRun
+	if err := db.WithContext(ctx).First(&run, runID).Error; err != nil {
+		return err
+	}
+	if run.Status != "running" || run.ActiveSlot == nil || *run.ActiveSlot != 1 {
+		return nil
+	}
+	limit := run.BatchLimit
+	if limit <= 0 || limit > 100 {
+		limit = defaultAIParseBatchLimit
+	}
+	queryLimit := limit * 25
+	if queryLimit < 100 {
+		queryLimit = 100
+	}
+	if queryLimit > 1000 {
+		queryLimit = 1000
+	}
+	var candidates []models.SYBProduct
+	if err := db.WithContext(ctx).
+		Where("manually_confirmed = ?", false).
+		Where("parse_status IN ?", []string{models.SYBParseStatusUncertain, models.SYBParseStatusFailed}).
+		Order("updated_at ASC, id ASC").Limit(queryLimit).Find(&candidates).Error; err != nil {
+		finishSpecAIParseRun(db, run, "failed", 0, 0, 0, 0, 0, 1, "扫描异常规格失败")
+		return err
+	}
+
+	eligible, processed, confirmed, unmatched, failed := 0, 0, 0, 0, 0
+	firstError := ""
+	for _, candidate := range candidates {
+		if processed >= limit {
+			break
+		}
+		if candidate.AIConfirmed {
+			current, currentErr := aiConfirmationTargetsCurrent(ctx, db, candidate)
+			if currentErr != nil {
+				failed++
+				continue
+			}
+			if current {
+				continue
+			}
+			if err := db.WithContext(ctx).Model(&models.SYBProduct{}).
+				Where("id = ? AND manually_confirmed = ?", candidate.ID, false).
+				Updates(map[string]any{"ai_confirmed": false, "ai_confidence": nil, "ai_reason": "", "ai_confirmed_at": nil, "ai_input_fingerprint": ""}).Error; err != nil {
+				failed++
+				continue
+			}
+			candidate.AIConfirmed = false
+		}
+		outcome, err := Reparse(ctx, db, candidate.ID, false)
+		if err != nil {
+			failed++
+			if firstError == "" {
+				firstError = "确定性重新解析失败"
+			}
+			continue
+		}
+		if outcome.NewStatus == models.SYBParseStatusSuccess {
+			processed++
+			confirmed++
+			continue
+		}
+		if err := db.WithContext(ctx).First(&candidate, candidate.ID).Error; err != nil {
+			failed++
+			continue
+		}
+		input, ok, err := buildAIParseInput(ctx, db, candidate)
+		if err != nil {
+			failed++
+			if firstError == "" {
+				firstError = "读取 AI 解析上下文失败"
+			}
+			continue
+		}
+		if !ok {
+			continue
+		}
+		eligible++
+		work, claimed, err := claimSpecAIParseWork(ctx, db, run, candidate.ID, input.Fingerprint)
+		if err != nil {
+			failed++
+			continue
+		}
+		if !claimed {
+			continue
+		}
+		processed++
+		renewSpecAIParseRun(db, run)
+		matcher := aimatching.NewService(db)
+		result, matchErr := matcher.ResolveSYBSpec(ctx, aimatching.SYBSpecParseRequest{
+			ProductSpec: input.ProductSpec, Colors: input.Colors, Sizes: input.Sizes,
+		})
+		if matchErr == nil {
+			settings, settingsErr := matcher.Settings(ctx)
+			if settingsErr != nil {
+				matchErr = settingsErr
+			} else if result.Confidence == nil || *result.Confidence < settings.AutoConfirmMinConfidence || strings.TrimSpace(result.Reason) == "" {
+				unmatched++
+				completeSpecAIParseWork(db, work, input.Fingerprint, false, nil)
+				continue
+			} else {
+				matchErr = applyAIParseResult(ctx, db, candidate.ID, input.Fingerprint, result)
+			}
+		}
+		if matchErr != nil {
+			if isNoAIParseMatch(matchErr) || errors.Is(matchErr, errAIParseInputChanged) {
+				unmatched++
+				completeSpecAIParseWork(db, work, input.Fingerprint, false, nil)
+				continue
+			}
+			failed++
+			if firstError == "" {
+				firstError = safeAIParseError(matchErr)
+			}
+			completeSpecAIParseWork(db, work, input.Fingerprint, false, matchErr)
+			continue
+		}
+		confirmed++
+		completeSpecAIParseWork(db, work, input.Fingerprint, true, nil)
+	}
+	status := "completed"
+	if failed > 0 {
+		status = "completed_partial"
+	}
+	return finishSpecAIParseRun(db, run, status, len(candidates), eligible, processed, confirmed, unmatched, failed, firstError)
+}
+
+func buildAIParseInput(ctx context.Context, db *gorm.DB, record models.SYBProduct) (aiParseInput, bool, error) {
+	if record.ManuallyConfirmed || (record.ParseStatus != models.SYBParseStatusUncertain && record.ParseStatus != models.SYBParseStatusFailed) || record.ShopeeProductID == nil {
+		return aiParseInput{}, false, nil
+	}
+	var raw rawDetailSpec
+	if err := json.Unmarshal([]byte(record.RawJSON), &raw); err != nil {
+		return aiParseInput{}, false, err
+	}
+	raw.ProductSpec = strings.TrimSpace(raw.ProductSpec)
+	if raw.ProductSpec == "" {
+		return aiParseInput{}, false, nil
+	}
+	var product models.ShopeeProduct
+	if err := db.WithContext(ctx).First(&product, *record.ShopeeProductID).Error; err != nil {
+		if errors.Is(err, gorm.ErrRecordNotFound) {
+			return aiParseInput{}, false, nil
+		}
+		return aiParseInput{}, false, err
+	}
+	specs, err := shopeeproduct.Unmarshal(product.SpecsJSON)
+	if err != nil {
+		return aiParseInput{}, false, err
+	}
+	colors, sizes, ambiguous := closedShopeeCandidates(specs)
+	if ambiguous || (len(colors) == 0 && len(sizes) == 0) {
+		return aiParseInput{}, false, nil
+	}
+	var setting models.AIMatchingSetting
+	if err := db.WithContext(ctx).First(&setting, 1).Error; err != nil {
+		if errors.Is(err, gorm.ErrRecordNotFound) {
+			return aiParseInput{}, false, nil
+		}
+		return aiParseInput{}, false, err
+	}
+	if !setting.Enabled || strings.TrimSpace(setting.APIKey) == "" {
+		return aiParseInput{}, false, nil
+	}
+	fingerprintPayload := struct {
+		ProductSpec      string
+		ShopeeProductID  uint64
+		ShopeeSpecsJSON  string
+		SettingUpdatedAt string
+	}{raw.ProductSpec, product.ID, product.SpecsJSON, setting.UpdatedAt.UTC().Format(time.RFC3339Nano)}
+	encoded, _ := json.Marshal(fingerprintPayload)
+	hash := sha256.Sum256(encoded)
+	return aiParseInput{ProductSpec: raw.ProductSpec, Colors: colors, Sizes: sizes, Fingerprint: hex.EncodeToString(hash[:])}, true, nil
+}
+
+func aiConfirmationTargetsCurrent(ctx context.Context, db *gorm.DB, record models.SYBProduct) (bool, error) {
+	if !record.AIConfirmed || record.ShopeeProductID == nil {
+		return false, nil
+	}
+	var product models.ShopeeProduct
+	if err := db.WithContext(ctx).First(&product, *record.ShopeeProductID).Error; err != nil {
+		if errors.Is(err, gorm.ErrRecordNotFound) {
+			return false, nil
+		}
+		return false, err
+	}
+	specs, err := shopeeproduct.Unmarshal(product.SpecsJSON)
+	if err != nil {
+		return false, err
+	}
+	colors, sizes, ambiguous := closedShopeeCandidates(specs)
+	if ambiguous {
+		return false, nil
+	}
+	return closedCandidateContains(record.TargetColor, colors) && closedCandidateContains(record.TargetSize, sizes) &&
+		(strings.TrimSpace(record.TargetColor) != "" || strings.TrimSpace(record.TargetSize) != ""), nil
+}
+
+func closedCandidateContains(value string, candidates []string) bool {
+	value = strings.TrimSpace(value)
+	if len(candidates) == 0 {
+		return value == ""
+	}
+	for _, candidate := range candidates {
+		if candidate == value {
+			return true
+		}
+	}
+	return false
+}
+
+func closedShopeeCandidates(specs []shopeeproduct.SpecDimension) (colors, sizes []string, ambiguous bool) {
+	roleDimensions := map[string]int{}
+	for _, dimension := range specs {
+		if dimension.Role != shopeeproduct.RoleColor && dimension.Role != shopeeproduct.RoleSize {
+			continue
+		}
+		values := make([]string, 0, len(dimension.Values))
+		seen := map[string]bool{}
+		for _, value := range dimension.Values {
+			name := strings.TrimSpace(value.Name)
+			if name != "" && !seen[name] {
+				seen[name] = true
+				values = append(values, name)
+			}
+		}
+		if len(values) == 0 {
+			continue
+		}
+		roleDimensions[dimension.Role]++
+		if roleDimensions[dimension.Role] > 1 {
+			return nil, nil, true
+		}
+		if dimension.Role == shopeeproduct.RoleColor {
+			colors = values
+		} else {
+			sizes = values
+		}
+	}
+	return colors, sizes, false
+}
+
+func applyAIParseResult(ctx context.Context, db *gorm.DB, id uint64, fingerprint string, result aimatching.SYBSpecParseResult) error {
+	now := time.Now().UTC()
+	return db.WithContext(ctx).Transaction(func(tx *gorm.DB) error {
+		var record models.SYBProduct
+		if err := tx.First(&record, id).Error; err != nil {
+			return err
+		}
+		input, ok, err := buildAIParseInput(ctx, tx, record)
+		if err != nil {
+			return err
+		}
+		if !ok || input.Fingerprint != fingerprint {
+			return errAIParseInputChanged
+		}
+		if result.Confidence == nil || strings.TrimSpace(result.Reason) == "" {
+			return errAIParseInputChanged
+		}
+		write := tx.Model(&models.SYBProduct{}).Where("id = ? AND manually_confirmed = ? AND ai_confirmed = ?", id, false, false).Updates(map[string]any{
+			"target_color": result.Color, "target_size": result.Size,
+			"ai_confirmed": true, "ai_confidence": *result.Confidence, "ai_reason": truncateAIParseText(result.Reason),
+			"ai_confirmed_at": now, "ai_input_fingerprint": fingerprint,
+		})
+		if write.Error != nil {
+			return write.Error
+		}
+		if write.RowsAffected != 1 {
+			return errAIParseInputChanged
+		}
+		return mergeParsedSpec(tx, *record.ShopeeProductID, ParseResult{Color: result.Color, Size: result.Size, Status: models.SYBParseStatusSuccess})
+	})
+}
+
+func claimSpecAIParseWork(ctx context.Context, db *gorm.DB, run models.SYBSpecAIParseRun, productID uint64, fingerprint string) (models.SYBSpecAIParseWorkItem, bool, error) {
+	now := time.Now().UTC()
+	lease := now.Add(aiParseLeaseDuration)
+	var work models.SYBSpecAIParseWorkItem
+	err := db.WithContext(ctx).Transaction(func(tx *gorm.DB) error {
+		err := tx.Where("syb_product_id = ?", productID).First(&work).Error
+		if errors.Is(err, gorm.ErrRecordNotFound) {
+			work = models.SYBSpecAIParseWorkItem{SYBProductID: productID, RunID: &run.ID, InputFingerprint: fingerprint, Status: "running", AttemptCount: 1, LeaseOwner: run.LeaseOwner, LeaseExpiresAt: &lease}
+			return tx.Create(&work).Error
+		}
+		if err != nil {
+			return err
+		}
+		if work.InputFingerprint == fingerprint {
+			if work.Status == "completed" || work.Status == "unmatched" || work.AttemptCount >= maxAIParseAttempts || (work.NextAttemptAt != nil && work.NextAttemptAt.After(now)) || (work.Status == "running" && work.LeaseExpiresAt != nil && work.LeaseExpiresAt.After(now)) {
+				return errAIParseWorkNotClaimed
+			}
+		} else {
+			work.AttemptCount = 0
+		}
+		updates := map[string]any{"run_id": run.ID, "input_fingerprint": fingerprint, "status": "running", "attempt_count": work.AttemptCount + 1, "next_attempt_at": nil, "lease_owner": run.LeaseOwner, "lease_expires_at": lease, "last_error_code": "", "last_error": ""}
+		if err := tx.Model(&models.SYBSpecAIParseWorkItem{}).Where("id = ?", work.ID).Updates(updates).Error; err != nil {
+			return err
+		}
+		return tx.First(&work, work.ID).Error
+	})
+	if errors.Is(err, errAIParseWorkNotClaimed) {
+		return work, false, nil
+	}
+	return work, err == nil, err
+}
+
+func completeSpecAIParseWork(db *gorm.DB, work models.SYBSpecAIParseWorkItem, fingerprint string, confirmed bool, parseErr error) {
+	now := time.Now().UTC()
+	updates := map[string]any{"input_fingerprint": fingerprint, "lease_owner": "", "lease_expires_at": nil}
+	if parseErr == nil {
+		if confirmed {
+			updates["status"] = "completed"
+		} else {
+			updates["status"] = "unmatched"
+		}
+		updates["next_attempt_at"], updates["last_error_code"], updates["last_error"] = nil, "", ""
+	} else {
+		code := aiParseErrorCode(parseErr)
+		updates["status"], updates["last_error_code"], updates["last_error"] = "failed", code, safeAIParseError(parseErr)
+		if code == aimatching.CodeProviderUnavailable && work.AttemptCount < maxAIParseAttempts {
+			next := now.Add(aiParseRetryDelay)
+			updates["next_attempt_at"] = next
+		} else {
+			updates["next_attempt_at"] = nil
+		}
+	}
+	_ = db.Model(&models.SYBSpecAIParseWorkItem{}).Where("id = ?", work.ID).Updates(updates).Error
+}
+
+func renewSpecAIParseRun(db *gorm.DB, run models.SYBSpecAIParseRun) {
+	lease := time.Now().UTC().Add(aiParseLeaseDuration)
+	_ = db.Model(&models.SYBSpecAIParseRun{}).Where("id = ? AND status = ? AND lease_owner = ?", run.ID, "running", run.LeaseOwner).Update("lease_expires_at", lease).Error
+}
+
+func finishSpecAIParseRun(db *gorm.DB, run models.SYBSpecAIParseRun, status string, scanned, eligible, processed, confirmed, unmatched, failed int, summary string) error {
+	now := time.Now().UTC()
+	return db.Model(&models.SYBSpecAIParseRun{}).Where("id = ? AND status = ? AND lease_owner = ?", run.ID, "running", run.LeaseOwner).Updates(map[string]any{
+		"status": status, "active_slot": nil, "lease_owner": "", "lease_expires_at": nil,
+		"scanned_count": scanned, "eligible_count": eligible, "processed_count": processed,
+		"confirmed_count": confirmed, "unmatched_count": unmatched, "failed_count": failed,
+		"error_summary": truncateAIParseText(summary), "finished_at": now,
+	}).Error
+}
+
+func isNoAIParseMatch(err error) bool { return aiParseErrorCode(err) == aimatching.CodeNoMatch }
+
+func aiParseErrorCode(err error) string {
+	var target *aimatching.Error
+	if errors.As(err, &target) {
+		return target.Code
+	}
+	return CodeInternal
+}
+
+func safeAIParseError(err error) string {
+	var target *aimatching.Error
+	if errors.As(err, &target) {
+		return truncateAIParseText(target.Message)
+	}
+	return "服务端处理失败"
+}
+
+func truncateAIParseText(value string) string {
+	runes := []rune(strings.TrimSpace(value))
+	if len(runes) > 500 {
+		runes = runes[:500]
+	}
+	return string(runes)
+}
+
+type scheduledSpecAIParseArgs struct {
+	BatchLimit int `json:"batchLimit"`
+}
+
+type ScheduledSpecAIParseJob struct{}
+
+func (ScheduledSpecAIParseJob) Exec(_ interface{}) error {
+	return errors.New("SYB 规格 AI 解析定时任务缺少数据库连接")
+}
+
+func (ScheduledSpecAIParseJob) ExecWithDB(db *gorm.DB, arg interface{}) error {
+	args := scheduledSpecAIParseArgs{BatchLimit: defaultAIParseBatchLimit}
+	if raw, ok := arg.(string); ok && strings.TrimSpace(raw) != "" {
+		if err := json.Unmarshal([]byte(raw), &args); err != nil {
+			return fmt.Errorf("SYB 规格 AI 解析参数不是合法 JSON: %w", err)
+		}
+	}
+	if args.BatchLimit < 1 || args.BatchLimit > 100 {
+		return errors.New("SYB 规格 AI 解析 batchLimit 必须在 1 到 100 之间")
+	}
+	run, created, err := StartSpecAIParseRun(context.Background(), db, uuid.NewString(), args.BatchLimit)
+	if err != nil || !created {
+		return err
+	}
+	return ProcessSpecAIParseRun(context.Background(), db, run.ID)
+}
diff --git a/server/app/goauto/sybimport/ai_parse_batch_test.go b/server/app/goauto/sybimport/ai_parse_batch_test.go
new file mode 100644
index 0000000..cdbdc8f
--- /dev/null
+++ b/server/app/goauto/sybimport/ai_parse_batch_test.go
@@ -0,0 +1,204 @@
+package sybimport_test
+
+import (
+	"context"
+	"fmt"
+	"net/http"
+	"net/http/httptest"
+	"sync/atomic"
+	"testing"
+	"time"
+
+	"go-admin/app/goauto/models"
+	"go-admin/app/goauto/shopeeproduct"
+	"go-admin/app/goauto/sybimport"
+
+	"github.com/google/uuid"
+	"gorm.io/gorm"
+)
+
+func seedAIParseCandidate(t *testing.T, db *gorm.DB, serverURL string, detailID uint64, productSpec string) models.SYBProduct {
+	t.Helper()
+	detail := realDetailA()
+	detail.ID = detailID
+	detail.ProductSpec = productSpec
+	detail.Raw = []byte(fmt.Sprintf(`{"id":%d,"productSpec":%q}`, detail.ID, productSpec))
+	applied, err := sybimport.ApplyDetail(context.Background(), db, realOrder(), detail)
+	if err != nil {
+		t.Fatal(err)
+	}
+	specs, err := shopeeproduct.Marshal([]shopeeproduct.SpecDimension{
+		{Name: "颜色", Role: shopeeproduct.RoleColor, Values: []shopeeproduct.SpecValue{{Name: "黑色", Source: shopeeproduct.ValueSourceImport}, {Name: "白色", Source: shopeeproduct.ValueSourceImport}}},
+		{Name: "尺码", Role: shopeeproduct.RoleSize, Values: []shopeeproduct.SpecValue{{Name: "L", Source: shopeeproduct.ValueSourceImport}, {Name: "XL", Source: shopeeproduct.ValueSourceImport}}},
+	})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := db.Model(&models.ShopeeProduct{}).Where("id = ?", *applied.SYBProduct.ShopeeProductID).Update("specs_json", specs).Error; err != nil {
+		t.Fatal(err)
+	}
+	setting := models.AIMatchingSetting{ID: 1, Enabled: true, Provider: "openai_compatible", BaseURL: serverURL, Model: "test-model", APIKey: "test-key", TimeoutSeconds: 5, AutoConfirmMinConfidence: 0.9}
+	if err := db.Save(&setting).Error; err != nil {
+		t.Fatal(err)
+	}
+	return applied.SYBProduct
+}
+
+func TestScheduledAIParseConfirmsClosedCandidatesAndDoesNotRepeat(t *testing.T) {
+	var calls atomic.Int32
+	provider := httptest.NewServer(http.HandlerFunc(func(response http.ResponseWriter, request *http.Request) {
+		calls.Add(1)
+		response.Header().Set("Content-Type", "application/json")
+		_, _ = response.Write([]byte(`{"choices":[{"message":{"content":"{\"color\":\"黑色\",\"size\":\"XL\",\"reason\":\"原文对应唯一候选\",\"confidence\":0.95}"}}]}`))
+	}))
+	defer provider.Close()
+	db := openTestDB(t)
+	record := seedAIParseCandidate(t, db, provider.URL, 19801, "黑色 XL")
+	rawBefore := record.RawJSON
+	run, created, err := sybimport.StartSpecAIParseRun(context.Background(), db, uuid.NewString(), 20)
+	if err != nil || !created {
+		t.Fatalf("start run: created=%v err=%v", created, err)
+	}
+	if err := sybimport.ProcessSpecAIParseRun(context.Background(), db, run.ID); err != nil {
+		t.Fatal(err)
+	}
+	if err := db.First(&record, record.ID).Error; err != nil {
+		t.Fatal(err)
+	}
+	if !record.AIConfirmed || record.ManuallyConfirmed || record.ParseStatus != models.SYBParseStatusUncertain || record.TargetColor != "黑色" || record.TargetSize != "XL" || record.AIConfidence == nil || *record.AIConfidence != 0.95 || record.AIReason == "" || record.AIInputFingerprint == "" {
+		t.Fatalf("unexpected confirmed record: %+v", record)
+	}
+	if record.RawJSON != rawBefore {
+		t.Fatal("AI confirmation must not rewrite RawJSON")
+	}
+	var finished models.SYBSpecAIParseRun
+	if err := db.First(&finished, run.ID).Error; err != nil {
+		t.Fatal(err)
+	}
+	if finished.Status != "completed" || finished.ConfirmedCount != 1 || finished.ProcessedCount != 1 {
+		t.Fatalf("unexpected run: %+v", finished)
+	}
+	second, created, err := sybimport.StartSpecAIParseRun(context.Background(), db, uuid.NewString(), 20)
+	if err != nil || !created {
+		t.Fatalf("second start: created=%v err=%v", created, err)
+	}
+	if err := sybimport.ProcessSpecAIParseRun(context.Background(), db, second.ID); err != nil {
+		t.Fatal(err)
+	}
+	if calls.Load() != 1 {
+		t.Fatalf("unchanged confirmed input called provider %d times", calls.Load())
+	}
+}
+
+func TestScheduledAIParseLeavesLowConfidenceUnmatchedForSameFingerprint(t *testing.T) {
+	var calls atomic.Int32
+	provider := httptest.NewServer(http.HandlerFunc(func(response http.ResponseWriter, request *http.Request) {
+		calls.Add(1)
+		_, _ = response.Write([]byte(`{"choices":[{"message":{"content":"{\"color\":\"黑色\",\"size\":\"XL\",\"reason\":\"仍有歧义\",\"confidence\":0.4}"}}]}`))
+	}))
+	defer provider.Close()
+	db := openTestDB(t)
+	record := seedAIParseCandidate(t, db, provider.URL, 19802, "黑色 XL")
+	for i := 0; i < 2; i++ {
+		run, created, err := sybimport.StartSpecAIParseRun(context.Background(), db, uuid.NewString(), 20)
+		if err != nil || !created {
+			t.Fatalf("start %d: created=%v err=%v", i, created, err)
+		}
+		if err := sybimport.ProcessSpecAIParseRun(context.Background(), db, run.ID); err != nil {
+			t.Fatal(err)
+		}
+	}
+	if err := db.First(&record, record.ID).Error; err != nil {
+		t.Fatal(err)
+	}
+	if record.AIConfirmed || calls.Load() != 1 {
+		t.Fatalf("low confidence must remain unconfirmed and not repeat: confirmed=%v calls=%d", record.AIConfirmed, calls.Load())
+	}
+	var work models.SYBSpecAIParseWorkItem
+	if err := db.Where("syb_product_id = ?", record.ID).First(&work).Error; err != nil {
+		t.Fatal(err)
+	}
+	if work.Status != "unmatched" {
+		t.Fatalf("work status=%s", work.Status)
+	}
+}
+
+func TestScheduledAIParseSkipsEmptySourceAndManualConfirmation(t *testing.T) {
+	var calls atomic.Int32
+	provider := httptest.NewServer(http.HandlerFunc(func(response http.ResponseWriter, request *http.Request) {
+		calls.Add(1)
+		response.WriteHeader(http.StatusInternalServerError)
+	}))
+	defer provider.Close()
+	db := openTestDB(t)
+	empty := seedAIParseCandidate(t, db, provider.URL, 19803, "")
+	manual := seedAIParseCandidate(t, db, provider.URL, 19804, "黑色 XL")
+	if _, err := sybimport.ManualCorrect(context.Background(), db, manual.ID, "黑色", "XL"); err != nil {
+		t.Fatal(err)
+	}
+	run, created, err := sybimport.StartSpecAIParseRun(context.Background(), db, uuid.NewString(), 20)
+	if err != nil || !created {
+		t.Fatalf("start: created=%v err=%v", created, err)
+	}
+	if err := sybimport.ProcessSpecAIParseRun(context.Background(), db, run.ID); err != nil {
+		t.Fatal(err)
+	}
+	if calls.Load() != 0 {
+		t.Fatalf("ineligible rows called provider %d times", calls.Load())
+	}
+	var workCount int64
+	if err := db.Model(&models.SYBSpecAIParseWorkItem{}).Where("syb_product_id IN ?", []uint64{empty.ID, manual.ID}).Count(&workCount).Error; err != nil {
+		t.Fatal(err)
+	}
+	if workCount != 0 {
+		t.Fatalf("ineligible rows created %d work items", workCount)
+	}
+}
+
+func TestSpecAIParseRunHasSingleGlobalActiveSlot(t *testing.T) {
+	db := openTestDB(t)
+	first, created, err := sybimport.StartSpecAIParseRun(context.Background(), db, uuid.NewString(), 20)
+	if err != nil || !created {
+		t.Fatalf("first: created=%v err=%v", created, err)
+	}
+	second, created, err := sybimport.StartSpecAIParseRun(context.Background(), db, uuid.NewString(), 20)
+	if err != nil || created || second.ID != first.ID {
+		t.Fatalf("second must reuse active run: first=%d second=%d created=%v err=%v", first.ID, second.ID, created, err)
+	}
+}
+
+func TestScheduledAIParseRetriesProviderFailureAtMostThreeTimes(t *testing.T) {
+	var calls atomic.Int32
+	provider := httptest.NewServer(http.HandlerFunc(func(response http.ResponseWriter, request *http.Request) {
+		calls.Add(1)
+		response.WriteHeader(http.StatusBadGateway)
+	}))
+	defer provider.Close()
+	db := openTestDB(t)
+	record := seedAIParseCandidate(t, db, provider.URL, 19805, "黑色 XL")
+	for attempt := 1; attempt <= 4; attempt++ {
+		run, created, err := sybimport.StartSpecAIParseRun(context.Background(), db, uuid.NewString(), 20)
+		if err != nil || !created {
+			t.Fatalf("start %d: created=%v err=%v", attempt, created, err)
+		}
+		if err := sybimport.ProcessSpecAIParseRun(context.Background(), db, run.ID); err != nil {
+			t.Fatal(err)
+		}
+		if attempt < 3 {
+			past := time.Now().UTC().Add(-time.Minute)
+			if err := db.Model(&models.SYBSpecAIParseWorkItem{}).Where("syb_product_id = ?", record.ID).Update("next_attempt_at", past).Error; err != nil {
+				t.Fatal(err)
+			}
+		}
+	}
+	if calls.Load() != 3 {
+		t.Fatalf("provider calls=%d, want 3", calls.Load())
+	}
+	var work models.SYBSpecAIParseWorkItem
+	if err := db.Where("syb_product_id = ?", record.ID).First(&work).Error; err != nil {
+		t.Fatal(err)
+	}
+	if work.AttemptCount != 3 || work.NextAttemptAt != nil {
+		t.Fatalf("retry state=%+v", work)
+	}
+}
diff --git a/server/app/goauto/sybimport/apply.go b/server/app/goauto/sybimport/apply.go
index ed27d0a..8e18a2b 100644
--- a/server/app/goauto/sybimport/apply.go
+++ b/server/app/goauto/sybimport/apply.go
@@ -130,13 +130,37 @@ func ApplyDetail(ctx context.Context, db *gorm.DB, order OrderInput, detail Deta
 			result.Outcome = OutcomeCreated
 		case err == nil:
 			record.ID = existing.ID
-			if err := tx.Model(&models.SYBProduct{}).Where("id = ?", existing.ID).Updates(map[string]any{
+			// Human-confirmed target values are authoritative and survive every
+			// source re-import. ParseStatus/ParseNote below still record what the
+			// current deterministic parser observed for audit.
+			if existing.ManuallyConfirmed {
+				record.TargetColor, record.TargetSize = existing.TargetColor, existing.TargetSize
+				record.ManuallyConfirmed = true
+			}
+			updates := map[string]any{
 				"stock_id": record.StockID, "shop_name": record.ShopName, "shopee_item_id": record.ShopeeItemID,
 				"shopee_product_id": record.ShopeeProductID, "product_title": record.ProductTitle,
 				"target_color": record.TargetColor, "target_size": record.TargetSize,
 				"quantity": record.Quantity, "unit_price_cent": record.UnitPriceCent, "image_url": record.ImageURL,
 				"parse_status": record.ParseStatus, "parse_note": record.ParseNote, "raw_json": record.RawJSON,
-			}).Error; err != nil {
+			}
+			// An identical re-import keeps a valid AI decision. Changed source,
+			// link, or a newly deterministic parse invalidates it atomically.
+			preserveAI := existing.AIConfirmed && !existing.ManuallyConfirmed && parsed.Status != models.SYBParseStatusSuccess &&
+				existing.RawJSON == record.RawJSON && sameOptionalID(existing.ShopeeProductID, record.ShopeeProductID)
+			if preserveAI {
+				record.TargetColor, record.TargetSize = existing.TargetColor, existing.TargetSize
+				updates["target_color"], updates["target_size"] = existing.TargetColor, existing.TargetSize
+				record.AIConfirmed, record.AIConfidence, record.AIReason = true, existing.AIConfidence, existing.AIReason
+				record.AIConfirmedAt, record.AIInputFingerprint = existing.AIConfirmedAt, existing.AIInputFingerprint
+			} else {
+				updates["ai_confirmed"], updates["ai_confidence"], updates["ai_reason"] = false, nil, ""
+				updates["ai_confirmed_at"], updates["ai_input_fingerprint"] = nil, ""
+			}
+			if existing.ManuallyConfirmed {
+				updates["target_color"], updates["target_size"] = existing.TargetColor, existing.TargetSize
+			}
+			if err := tx.Model(&models.SYBProduct{}).Where("id = ?", existing.ID).Updates(updates).Error; err != nil {
 				return err
 			}
 			result.Outcome = OutcomeUpdated
@@ -161,6 +185,13 @@ func ApplyDetail(ctx context.Context, db *gorm.DB, order OrderInput, detail Deta
 	return result, nil
 }
 
+func sameOptionalID(left, right *uint64) bool {
+	if left == nil || right == nil {
+		return left == nil && right == nil
+	}
+	return *left == *right
+}
+
 // findOrCreateShopeeProduct implements #40's revival rule: a live match wins,
 // a soft-deleted match is revived (keeping its prior mapping), and only when
 // neither exists does the import create a minimal archive. On an existing
diff --git a/server/app/goauto/sybimport/reparse.go b/server/app/goauto/sybimport/reparse.go
index 4ade256..195056d 100644
--- a/server/app/goauto/sybimport/reparse.go
+++ b/server/app/goauto/sybimport/reparse.go
@@ -28,7 +28,7 @@ type rawDetailSpec struct {
 // result page's per-line feedback.
 type ReparseOutcome struct {
 	SYBProductID uint64 `json:"sybProductId"`
-	Outcome      string `json:"outcome"` // reparsed | skipped_manual | unchanged
+	Outcome      string `json:"outcome"` // reparsed | skipped_manual | skipped_ai | unchanged
 	OldStatus    string `json:"oldStatus"`
 	NewStatus    string `json:"newStatus"`
 }
@@ -36,6 +36,7 @@ type ReparseOutcome struct {
 const (
 	ReparseOutcomeReparsed      = "reparsed"
 	ReparseOutcomeSkippedManual = "skipped_manual"
+	ReparseOutcomeSkippedAI     = "skipped_ai"
 	ReparseOutcomeUnchanged     = "unchanged"
 )
 
@@ -65,6 +66,11 @@ func Reparse(ctx context.Context, db *gorm.DB, sybProductID uint64, force bool)
 			outcome.NewStatus = record.ParseStatus
 			return nil
 		}
+		if record.AIConfirmed && !force {
+			outcome.Outcome = ReparseOutcomeSkippedAI
+			outcome.NewStatus = record.ParseStatus
+			return nil
+		}
 
 		var raw rawDetailSpec
 		if err := json.Unmarshal([]byte(record.RawJSON), &raw); err != nil {
@@ -76,8 +82,11 @@ func Reparse(ctx context.Context, db *gorm.DB, sybProductID uint64, force bool)
 		if parsed.Color == record.TargetColor && parsed.Size == record.TargetSize && parsed.Status == record.ParseStatus {
 			outcome.Outcome = ReparseOutcomeUnchanged
 			if force {
-				record.ManuallyConfirmed = false
-				if err := tx.Model(&models.SYBProduct{}).Where("id = ?", record.ID).Update("manually_confirmed", false).Error; err != nil {
+				record.ManuallyConfirmed, record.AIConfirmed = false, false
+				if err := tx.Model(&models.SYBProduct{}).Where("id = ?", record.ID).Updates(map[string]any{
+					"manually_confirmed": false, "ai_confirmed": false, "ai_confidence": nil,
+					"ai_reason": "", "ai_confirmed_at": nil, "ai_input_fingerprint": "",
+				}).Error; err != nil {
 					return err
 				}
 			}
@@ -87,6 +96,8 @@ func Reparse(ctx context.Context, db *gorm.DB, sybProductID uint64, force bool)
 		updates := map[string]any{
 			"target_color": parsed.Color, "target_size": parsed.Size,
 			"parse_status": parsed.Status, "parse_note": parsed.Note, "manually_confirmed": false,
+			"ai_confirmed": false, "ai_confidence": nil, "ai_reason": "",
+			"ai_confirmed_at": nil, "ai_input_fingerprint": "",
 		}
 		if err := tx.Model(&models.SYBProduct{}).Where("id = ?", record.ID).Updates(updates).Error; err != nil {
 			return err
@@ -140,8 +151,12 @@ func ManualCorrect(ctx context.Context, db *gorm.DB, sybProductID uint64, color,
 			return err
 		}
 		record.TargetColor, record.TargetSize, record.ManuallyConfirmed = color, size, true
+		record.AIConfirmed, record.AIConfidence, record.AIReason = false, nil, ""
+		record.AIConfirmedAt, record.AIInputFingerprint = nil, ""
 		if err := tx.Model(&models.SYBProduct{}).Where("id = ?", sybProductID).Updates(map[string]any{
 			"target_color": color, "target_size": size, "manually_confirmed": true,
+			"ai_confirmed": false, "ai_confidence": nil, "ai_reason": "",
+			"ai_confirmed_at": nil, "ai_input_fingerprint": "",
 		}).Error; err != nil {
 			return err
 		}
diff --git a/server/app/goauto/sybimport/reparse_test.go b/server/app/goauto/sybimport/reparse_test.go
index 8f9c712..ebd5b97 100644
--- a/server/app/goauto/sybimport/reparse_test.go
+++ b/server/app/goauto/sybimport/reparse_test.go
@@ -60,6 +60,35 @@ func TestReparseSkipsManuallyConfirmedRowByDefault(t *testing.T) {
 	}
 }
 
+func TestReparseSkipsAIConfirmationUnlessForced(t *testing.T) {
+	db := openTestDB(t)
+	applied, err := sybimport.ApplyDetail(context.Background(), db, realOrder(), realDetailB())
+	if err != nil {
+		t.Fatal(err)
+	}
+	confidence := 0.95
+	if err := db.Model(&models.SYBProduct{}).Where("id = ?", applied.SYBProduct.ID).Updates(map[string]any{
+		"target_color": "AI颜色", "target_size": "AI尺码", "ai_confirmed": true,
+		"ai_confidence": confidence, "ai_reason": "AI 结果", "ai_input_fingerprint": strings.Repeat("c", 64),
+	}).Error; err != nil {
+		t.Fatal(err)
+	}
+	outcome, err := sybimport.Reparse(context.Background(), db, applied.SYBProduct.ID, false)
+	if err != nil || outcome.Outcome != sybimport.ReparseOutcomeSkippedAI {
+		t.Fatalf("unforced outcome=%+v err=%v", outcome, err)
+	}
+	if _, err := sybimport.Reparse(context.Background(), db, applied.SYBProduct.ID, true); err != nil {
+		t.Fatal(err)
+	}
+	var record models.SYBProduct
+	if err := db.First(&record, applied.SYBProduct.ID).Error; err != nil {
+		t.Fatal(err)
+	}
+	if record.AIConfirmed || record.AIConfidence != nil || record.AIReason != "" || record.AIInputFingerprint != "" {
+		t.Fatalf("forced reparse retained AI state: %+v", record)
+	}
+}
+
 // 可勾选强制覆盖.
 func TestReparseWithForceOverridesManualCorrection(t *testing.T) {
 	db := openTestDB(t)
@@ -151,6 +180,83 @@ func TestManualCorrectMergesIntoArchiveLikeASuccessfulParse(t *testing.T) {
 	}
 }
 
+func TestManualCorrectSupersedesAIConfirmation(t *testing.T) {
+	db := openTestDB(t)
+	applied, err := sybimport.ApplyDetail(context.Background(), db, realOrder(), realDetailB())
+	if err != nil {
+		t.Fatal(err)
+	}
+	confidence := 0.96
+	if err := db.Model(&models.SYBProduct{}).Where("id = ?", applied.SYBProduct.ID).Updates(map[string]any{
+		"ai_confirmed": true, "ai_confidence": confidence, "ai_reason": "旧 AI 结果", "ai_input_fingerprint": strings.Repeat("a", 64),
+	}).Error; err != nil {
+		t.Fatal(err)
+	}
+	corrected, err := sybimport.ManualCorrect(context.Background(), db, applied.SYBProduct.ID, "人工颜色", "人工尺码")
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !corrected.ManuallyConfirmed || corrected.AIConfirmed || corrected.AIConfidence != nil || corrected.AIReason != "" || corrected.AIInputFingerprint != "" {
+		t.Fatalf("human correction did not supersede AI state: %+v", corrected)
+	}
+}
+
+func TestReimportPreservesIdenticalAIInputAndInvalidatesChangedSource(t *testing.T) {
+	db := openTestDB(t)
+	order, detail := realOrder(), realDetailB()
+	first, err := sybimport.ApplyDetail(context.Background(), db, order, detail)
+	if err != nil {
+		t.Fatal(err)
+	}
+	confidence := 0.95
+	if err := db.Model(&models.SYBProduct{}).Where("id = ?", first.SYBProduct.ID).Updates(map[string]any{
+		"target_color": "AI颜色", "target_size": "AI尺码", "ai_confirmed": true,
+		"ai_confidence": confidence, "ai_reason": "已确认", "ai_input_fingerprint": strings.Repeat("b", 64),
+	}).Error; err != nil {
+		t.Fatal(err)
+	}
+	same, err := sybimport.ApplyDetail(context.Background(), db, order, detail)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !same.SYBProduct.AIConfirmed {
+		t.Fatal("identical re-import must preserve AI confirmation")
+	}
+	if same.SYBProduct.TargetColor != "AI颜色" || same.SYBProduct.TargetSize != "AI尺码" {
+		t.Fatal("identical re-import must preserve AI-confirmed target values")
+	}
+	detail.ProductSpec += " 新备注"
+	detail.Raw = []byte(`{"productSpec":"changed"}`)
+	changed, err := sybimport.ApplyDetail(context.Background(), db, order, detail)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if changed.SYBProduct.AIConfirmed || changed.SYBProduct.AIConfidence != nil || changed.SYBProduct.AIReason != "" {
+		t.Fatalf("changed source retained stale AI state: %+v", changed.SYBProduct)
+	}
+}
+
+func TestReimportNeverOverwritesManualTargetValues(t *testing.T) {
+	db := openTestDB(t)
+	order, detail := realOrder(), realDetailB()
+	first, err := sybimport.ApplyDetail(context.Background(), db, order, detail)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if _, err := sybimport.ManualCorrect(context.Background(), db, first.SYBProduct.ID, "人工颜色", "人工尺码"); err != nil {
+		t.Fatal(err)
+	}
+	detail.ProductSpec = "来源新颜色,来源新尺码"
+	detail.Raw = []byte(`{"productSpec":"来源新颜色,来源新尺码"}`)
+	updated, err := sybimport.ApplyDetail(context.Background(), db, order, detail)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !updated.SYBProduct.ManuallyConfirmed || updated.SYBProduct.TargetColor != "人工颜色" || updated.SYBProduct.TargetSize != "人工尺码" {
+		t.Fatalf("re-import overwrote human decision: %+v", updated.SYBProduct)
+	}
+}
+
 // Regression test: ReparseOutcome originally had no json tags at all, so Go's
 // default marshaling produced PascalCase keys ("SYBProductID", "OldStatus")
 // instead of the camelCase the rest of this API and the admin frontend use.
diff --git a/server/app/jobs/examples.go b/server/app/jobs/examples.go
index dfd2696..8036b15 100644
--- a/server/app/jobs/examples.go
+++ b/server/app/jobs/examples.go
@@ -15,6 +15,7 @@ func InitJob() {
 	jobList = map[string]JobExec{
 		"ExamplesOne":                           ExamplesOne{},
 		sybimport.HourlySyncInvokeTarget:        sybimport.HourlySyncJob{},
+		sybimport.SpecAIParseInvokeTarget:       sybimport.ScheduledSpecAIParseJob{},
 		shopeeproduct.SpecAutoMatchInvokeTarget: shopeeproduct.ScheduledAutoMatchJob{},
 		// ...
 	}
diff --git a/server/cmd/migrate/migration/version-local/1788354164329_syb_spec_ai_parse.go b/server/cmd/migrate/migration/version-local/1788354164329_syb_spec_ai_parse.go
new file mode 100644
index 0000000..40936df
--- /dev/null
+++ b/server/cmd/migrate/migration/version-local/1788354164329_syb_spec_ai_parse.go
@@ -0,0 +1,47 @@
+package version_local
+
+import (
+	"errors"
+	"runtime"
+
+	goautomigrations "go-admin/app/goauto/migrations"
+	"go-admin/app/goauto/sybimport"
+	jobsmodels "go-admin/app/jobs/models"
+	"go-admin/cmd/migrate/migration"
+	common "go-admin/common/models"
+
+	"gorm.io/gorm"
+)
+
+func init() {
+	_, fileName, _, _ := runtime.Caller(0)
+	migration.Migrate.SetVersion(migration.GetFilename(fileName), migrateSYBSpecAIParse)
+}
+
+func migrateSYBSpecAIParse(db *gorm.DB, version string) error {
+	return db.Transaction(func(tx *gorm.DB) error {
+		if err := goautomigrations.Migrate(tx); err != nil {
+			return err
+		}
+		if err := ensureSYBSpecAIParseJob(tx); err != nil {
+			return err
+		}
+		return tx.Create(&common.Migration{Version: version}).Error
+	})
+}
+
+func ensureSYBSpecAIParseJob(db *gorm.DB) error {
+	var existing jobsmodels.SysJob
+	err := db.Where("invoke_target = ?", sybimport.SpecAIParseInvokeTarget).First(&existing).Error
+	if err == nil {
+		return nil
+	}
+	if !errors.Is(err, gorm.ErrRecordNotFound) {
+		return err
+	}
+	return db.Create(&jobsmodels.SysJob{
+		JobName: "SYB 异常规格 AI 解析", JobGroup: "GoAuto", JobType: 2,
+		CronExpression: "0 5 * * * *", InvokeTarget: sybimport.SpecAIParseInvokeTarget,
+		Args: `{"batchLimit":20}`, MisfirePolicy: 1, Concurrent: 1, Status: 1,
+	}).Error
+}
diff --git a/server/cmd/migrate/migration/version-local/1788354164329_syb_spec_ai_parse_test.go b/server/cmd/migrate/migration/version-local/1788354164329_syb_spec_ai_parse_test.go
new file mode 100644
index 0000000..f77c2f1
--- /dev/null
+++ b/server/cmd/migrate/migration/version-local/1788354164329_syb_spec_ai_parse_test.go
@@ -0,0 +1,50 @@
+package version_local
+
+import (
+	"testing"
+
+	"go-admin/app/goauto/sybimport"
+	jobsmodels "go-admin/app/jobs/models"
+
+	"gorm.io/driver/sqlite"
+	"gorm.io/gorm"
+)
+
+func TestEnsureSYBSpecAIParseJobIsDisabledIdempotentAndPreservesChanges(t *testing.T) {
+	db, err := gorm.Open(sqlite.Open("file:"+t.Name()+"?mode=memory&cache=shared"), &gorm.Config{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if err := db.AutoMigrate(&jobsmodels.SysJob{}); err != nil {
+		t.Fatal(err)
+	}
+	if err := ensureSYBSpecAIParseJob(db); err != nil {
+		t.Fatal(err)
+	}
+	var job jobsmodels.SysJob
+	if err := db.Where("invoke_target = ?", sybimport.SpecAIParseInvokeTarget).First(&job).Error; err != nil {
+		t.Fatal(err)
+	}
+	if job.Status != 1 || job.CronExpression != "0 5 * * * *" || job.Args != `{"batchLimit":20}` {
+		t.Fatalf("unexpected initial job: %+v", job)
+	}
+	if err := db.Model(&job).Updates(map[string]any{"status": 2, "cron_expression": "0 7 * * * *", "args": `{"batchLimit":7}`}).Error; err != nil {
+		t.Fatal(err)
+	}
+	if err := ensureSYBSpecAIParseJob(db); err != nil {
+		t.Fatal(err)
+	}
+	var count int64
+	if err := db.Model(&jobsmodels.SysJob{}).Where("invoke_target = ?", sybimport.SpecAIParseInvokeTarget).Count(&count).Error; err != nil {
+		t.Fatal(err)
+	}
+	if count != 1 {
+		t.Fatalf("job count=%d, want 1", count)
+	}
+	if err := db.First(&job, job.JobId).Error; err != nil {
+		t.Fatal(err)
+	}
+	if job.Status != 2 || job.CronExpression != "0 7 * * * *" || job.Args != `{"batchLimit":7}` {
+		t.Fatalf("existing administrator changes were overwritten: %+v", job)
+	}
+}