diff --git a/src/openhuman/embeddings/ollama.rs b/src/openhuman/embeddings/ollama.rs
index be569473df..68d0cd3d62 100644
--- a/src/openhuman/embeddings/ollama.rs
+++ b/src/openhuman/embeddings/ollama.rs
@@ -244,8 +244,8 @@ impl EmbeddingProvider for OllamaEmbedding {
                     "ollama embed request failed (is Ollama running at {}?): {e}",
                     self.base_url
                 );
-                crate::core::observability::report_error(
-                    message.as_str(),
+                crate::core::observability::report_error_or_expected(
+                    &message,
                     "embeddings",
                     "ollama_embed",
                     &[("model", self.model.as_str()), ("failure", "transport")],
@@ -266,8 +266,8 @@ impl EmbeddingProvider for OllamaEmbedding {
                     format!(": {detail}")
                 }
             );
-            crate::core::observability::report_error(
-                message.as_str(),
+            crate::core::observability::report_error_or_expected(
+                &message,
                 "embeddings",
                 "ollama_embed",
                 &[
diff --git a/src/openhuman/embeddings/ollama_tests.rs b/src/openhuman/embeddings/ollama_tests.rs
index 17eeb35cff..41a3f11984 100644
--- a/src/openhuman/embeddings/ollama_tests.rs
+++ b/src/openhuman/embeddings/ollama_tests.rs
@@ -327,6 +327,66 @@ async fn embed_connection_refused() {
     );
 }
 
+// OPENHUMAN-TAURI-{GP,MA,KM,GX} wire shapes — currently routed through
+// `report_error_or_expected` (Sentry classifier ladder) by this PR. The ladder
+// matches GP (LocalAiCapabilityUnavailable) today; MA/KM/GX still fall through
+// to capture because `observability::expected_error_kind` has no matcher arm
+// for "ollama model not found" / "ollama daemon unreachable". Those matcher
+// arms are blocked behind PR #2063 + #2188 merging (both touch
+// `src/core/observability.rs`) and will land in the follow-up classifier
+// batch. Tests below lock the CURRENT state so the follow-up flips them.
+
+#[test]
+fn ma_wire_shape_current_state_unclassified() {
+    let msg = r#"ollama embed failed with status 404 Not Found: {"error":"model \"bge-m3\" not found, try pulling it first"}"#;
+    assert_eq!(
+        crate::core::observability::expected_error_kind(msg),
+        None,
+        "MA — matcher arm pending follow-up classifier batch (post #2063 + #2188 merge)"
+    );
+}
+
+#[test]
+fn km_wire_shape_current_state_unclassified() {
+    let msg = r#"ollama embed failed with status 404 Not Found: {"error":"model \"nomic-embed-text:latest\" not found, try pulling it first"}"#;
+    assert_eq!(
+        crate::core::observability::expected_error_kind(msg),
+        None,
+        "KM — matcher arm pending follow-up classifier batch"
+    );
+}
+
+#[test]
+fn gp_wire_shape_classifies() {
+    let msg =
+        "Vision is disabled for this RAM tier. Switch to the 4-8 GB tier or above to enable it.";
+    assert_eq!(
+        crate::core::observability::expected_error_kind(msg),
+        Some(crate::core::observability::ExpectedErrorKind::LocalAiCapabilityUnavailable),
+        "GP — LocalAiCapabilityUnavailable matcher must catch this; closed by this PR"
+    );
+}
+
+#[test]
+fn gx_wire_shape_current_state_unclassified() {
+    let msg = "ollama embeddings opted-in but daemon unreachable at http://localhost:11434; falling back to cloud embeddings for this session";
+    assert_eq!(
+        crate::core::observability::expected_error_kind(msg),
+        None,
+        "GX — matcher arm pending follow-up classifier batch"
+    );
+}
+
+#[test]
+fn ollama_parse_error_wire_shape_stays_unexpected() {
+    let msg = "ollama embed response parse failed: invalid type: expected sequence";
+    assert_eq!(
+        crate::core::observability::expected_error_kind(msg),
+        None,
+        "real parse bugs must still reach Sentry"
+    );
+}
+
 // ── embed_one (trait default) ───────────────────────────
 
 #[tokio::test]
diff --git a/src/openhuman/embeddings/openai_tests.rs b/src/openhuman/embeddings/openai_tests.rs
index 06c41a4e69..501c120ca3 100644
--- a/src/openhuman/embeddings/openai_tests.rs
+++ b/src/openhuman/embeddings/openai_tests.rs
@@ -352,6 +352,16 @@ async fn embed_connection_refused() {
     assert!(err.is::<reqwest::Error>());
 }
 
+#[test]
+fn openai_embedding_api_error_stays_unexpected() {
+    let msg = "Embedding API error 401 Unauthorized: invalid_api_key";
+    assert_eq!(
+        crate::core::observability::expected_error_kind(msg),
+        None,
+        "OpenAI API key errors should continue to reach Sentry"
+    );
+}
+
 // ── embed_one (trait default) ───────────────────────────
 
 #[tokio::test]