diff --git a/internal/coordinator/context.go b/internal/coordinator/context.go
index 152754e7..2fdeea94 100644
--- a/internal/coordinator/context.go
+++ b/internal/coordinator/context.go
@@ -256,6 +256,12 @@ func (a *ContextAssembler) AssembleFromWorkspace(workDir string, user UserInfo)
 			ctx.Project.TargetMarket = wsMeta.TargetMarket
 			ctx.Project.CurrentWorkflow = wsMeta.TaskKey
 		}
+	} else {
+		// 备选：从目录名推断
+		baseName := filepath.Base(workDir)
+		if strings.HasPrefix(baseName, "intake_") {
+			ctx.Project.CurrentWorkflow = "intake"
+		}
 	}
 
 	// 2. 尝试读取 blackboard.json
@@ -275,7 +281,7 @@ func (a *ContextAssembler) AssembleFromWorkspace(workDir string, user UserInfo)
 	}
 
 	// 3. 尝试提取阶段与文档
-	if strings.HasPrefix(ctx.Project.CurrentWorkflow, "V0.1") {
+	if strings.HasPrefix(ctx.Project.CurrentWorkflow, "V0.1") || ctx.Project.CurrentWorkflow == "intake" {
 		ctx.Project.CurrentStage = bizdev.StageV01_Triage
 	} else if strings.HasPrefix(ctx.Project.CurrentWorkflow, "V0.5") {
 		ctx.Project.CurrentStage = bizdev.StageV05_Feasibility
diff --git a/internal/intent/recognizer.go b/internal/intent/recognizer.go
index b9641484..a1e112da 100644
--- a/internal/intent/recognizer.go
+++ b/internal/intent/recognizer.go
@@ -305,6 +305,7 @@ func extractFactSlots(input string) map[string]string {
 
 	// 目标市场
 	marketPrefixes := []string{
+		"目标市场不仅是", "目标市场不仅有", "目标市场还包括", "目标市场确定为", "目标市场确定是",
 		"目标市场改成", "目标市场改为", "目标市场是", "目标市场为",
 		"市场改成", "市场改为", "市场是", "市场为", "目标市场除了国内还想考虑",
 	}
@@ -400,8 +401,8 @@ func matchAdvanceStage(input string, currentStage bizdev.MaturityStage) *Candida
 
 func matchSupplementInfo(input string) *CandidateIntent {
 	patterns := []string{
-		"补充", "更新", "客户说", "客户反馈", "修改为", "改为", "增加",
-		"市场是", "参数是", "用途是", "设备是", "预算是", "时间是", "资料", "附件",
+		"补充", "更新", "客户说", "客户反馈", "客户确定", "修改为", "改为", "增加",
+		"目标市场", "市场是", "参数是", "用途是", "设备是", "预算是", "时间是", "资料", "附件",
 	}
 
 	matchedAny := false