diff --git a/pipeline.go b/pipeline.go
index 3b2bddf..8f8500e 100644
--- a/pipeline.go
+++ b/pipeline.go
@@ -1,6 +1,10 @@
 package html
 
-import "strings"
+import (
+	"strings"
+
+	"forge.lthn.ai/core/go-i18n/reversal"
+)
 
 // StripTags removes HTML tags from rendered output, returning plain text.
 // Tag boundaries are replaced with a single space; result is trimmed.
@@ -28,3 +32,16 @@ func StripTags(html string) string {
 	}
 	return strings.TrimSpace(result)
 }
+
+// Imprint renders a node tree to HTML, strips tags, tokenises the text,
+// and returns a GrammarImprint — the full render-reverse pipeline.
+func Imprint(node Node, ctx *Context) reversal.GrammarImprint {
+	if ctx == nil {
+		ctx = NewContext()
+	}
+	rendered := node.Render(ctx)
+	text := StripTags(rendered)
+	tok := reversal.NewTokeniser()
+	tokens := tok.Tokenise(text)
+	return reversal.NewImprint(tokens)
+}
diff --git a/pipeline_test.go b/pipeline_test.go
index 87b808a..09d68c7 100644
--- a/pipeline_test.go
+++ b/pipeline_test.go
@@ -1,6 +1,10 @@
 package html
 
-import "testing"
+import (
+	"testing"
+
+	i18n "forge.lthn.ai/core/go-i18n"
+)
 
 func TestStripTags_Simple(t *testing.T) {
 	got := StripTags(`<div>hello</div>`)
@@ -47,3 +51,51 @@ func TestStripTags_Entities(t *testing.T) {
 		t.Errorf("StripTags should preserve entities, got %q, want %q", got, want)
 	}
 }
+
+func TestImprint_FromNode(t *testing.T) {
+	svc, _ := i18n.New()
+	i18n.SetDefault(svc)
+	ctx := NewContext()
+
+	page := NewLayout("HCF").
+		H(El("h1", Text("Building project"))).
+		C(El("p", Text("Files deleted successfully"))).
+		F(El("small", Text("Completed")))
+
+	imp := Imprint(page, ctx)
+
+	if imp.TokenCount == 0 {
+		t.Error("Imprint should produce non-zero token count")
+	}
+	if imp.UniqueVerbs == 0 {
+		t.Error("Imprint should find verbs in rendered content")
+	}
+}
+
+func TestImprint_SimilarPages(t *testing.T) {
+	svc, _ := i18n.New()
+	i18n.SetDefault(svc)
+	ctx := NewContext()
+
+	page1 := NewLayout("HCF").
+		H(El("h1", Text("Building project"))).
+		C(El("p", Text("Files deleted successfully")))
+
+	page2 := NewLayout("HCF").
+		H(El("h1", Text("Building system"))).
+		C(El("p", Text("Files removed successfully")))
+
+	different := NewLayout("HCF").
+		C(El("p", Raw("no grammar content here xyz abc")))
+
+	imp1 := Imprint(page1, ctx)
+	imp2 := Imprint(page2, ctx)
+	impDiff := Imprint(different, ctx)
+
+	sim := imp1.Similar(imp2)
+	diffSim := imp1.Similar(impDiff)
+
+	if sim <= diffSim {
+		t.Errorf("similar pages should score higher (%f) than different (%f)", sim, diffSim)
+	}
+}