diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1b255e2c..88a9e373 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -8,6 +8,45 @@
 
 ## [0.20.0] - 2025-11-28
 
+### Added
+
+- **DoclingDocument Storage**: Full DoclingDocument JSON is now stored with each document, enabling rich context and visual grounding
+  - Documents store the complete DoclingDocument structure (JSON) and schema version
+  - Chunks store metadata with JSON pointer references (`doc_item_refs`), semantic labels, section headings, and page numbers
+  - New `ChunkMetadata` model for structured chunk provenance: `doc_item_refs`, `headings`, `labels`, `page_numbers`
+  - `Document.get_docling_document()` method to parse stored DoclingDocument
+  - `ChunkMetadata.resolve_doc_items()` to resolve JSON pointer refs to actual DocItem objects
+  - `ChunkMetadata.resolve_bounding_boxes()` for visual grounding with page coordinates
+  - LRU cache (100 documents) for parsed DoclingDocument objects to avoid repeated JSON parsing
+- **Enhanced Search Results**: `search()` and `expand_context()` now return full provenance information
+  - `SearchResult` includes `page_numbers`, `headings`, `labels`, and `doc_item_refs`
+  - QA and research agents use provenance for better citations (page numbers, section headings)
+- **Inspector Visual Grounding**: New visual grounding modal in the database inspector
+  - View page images with highlighted bounding boxes for chunks
+  - Keyboard navigation between pages (←/→ arrows)
+  - Access from both main detail view and search results
+  - Requires `textual-image` dependency
+
+### Changed
+
+- **BREAKING: Chunker Interface**: `DocumentChunker.chunk()` now returns `list[ChunkWithMetadata]` instead of `list[str]`
+  - `ChunkWithMetadata` combines chunk text with `ChunkMetadata` (refs, labels, headings, page_numbers)
+  - All chunker implementations updated: `DoclingLocalChunker`, `DoclingServeChunker`
+- **Page Image Generation**: `generate_page_images=True` is now the default for local docling converter
+  - Required for visual grounding features
+  - docling-serve already generates page images by default
+- **QA Prompts**: Updated to use page numbers and section headings in citations when available
+
+### Migration
+
+This release requires a database rebuild to populate the new DoclingDocument fields:
+
+```bash
+haiku-rag rebuild
+```
+
+Existing documents without DoclingDocument data will work but won't have provenance information. The `rebuild` command re-processes all documents to populate the new fields.
+
 ## [0.19.6] - 2025-12-03
 
 ### Changed
diff --git a/haiku_rag_slim/haiku/rag/inspector/app.py b/haiku_rag_slim/haiku/rag/inspector/app.py
index 7b9939c1..e3101ed2 100644
--- a/haiku_rag_slim/haiku/rag/inspector/app.py
+++ b/haiku_rag_slim/haiku/rag/inspector/app.py
@@ -68,6 +68,7 @@ class InspectorApp(App):  # type: ignore[misc]
     BINDINGS = [
         Binding("q", "quit", "Quit", show=True),
         Binding("/", "search", "Search", show=True),
+        Binding("v", "show_visual", "Visual", show=True),
     ]
 
     def __init__(self, db_path: Path):
@@ -93,9 +94,7 @@ class InspectorApp(App):  # type: ignore[misc]
         doc_list = self.query_one(DocumentList)
         await doc_list.load_documents(self.client)
 
-        # Focus the document list view
-        if doc_list.list_view:
-            doc_list.list_view.focus()
+        doc_list.list_view.focus()
 
     async def on_unmount(self) -> None:
         """Clean up when unmounting."""
@@ -106,9 +105,8 @@ class InspectorApp(App):  # type: ignore[misc]
         """Helper to select a chunk after refresh."""
         for idx, c in enumerate(chunk_list.chunks):
             if c.id == chunk_id:
-                if chunk_list.list_view:
-                    chunk_list.list_view.index = idx
-                    chunk_list.list_view.focus()
+                chunk_list.list_view.index = idx
+                chunk_list.list_view.focus()
                 break
 
     async def action_search(self) -> None:
@@ -135,8 +133,7 @@ class InspectorApp(App):  # type: ignore[misc]
                 # Find and select the document
                 for idx, d in enumerate(doc_list.documents):
                     if d.id == chunk.document_id:
-                        if doc_list.list_view:
-                            doc_list.list_view.index = idx
+                        doc_list.list_view.index = idx
                         break
 
                 # Load chunks for this document
@@ -179,6 +176,43 @@ class InspectorApp(App):  # type: ignore[misc]
         detail_view = self.query_one(DetailView)
         await detail_view.show_chunk(message.chunk)
 
+    async def action_show_visual(self) -> None:
+        """Show visual grounding for the currently selected chunk."""
+        if not self.client:
+            return
+
+        chunk_list = self.query_one(ChunkList)
+        idx = chunk_list.list_view.index
+        if idx is None or idx >= len(chunk_list.chunks):
+            return
+
+        chunk = chunk_list.chunks[idx]
+        if not chunk.document_id:
+            return
+
+        document = await self.client.get_document_by_id(chunk.document_id)
+        if not document:
+            return
+
+        docling_doc = document.get_docling_document()
+        if not docling_doc:
+            self.notify("No DoclingDocument available", severity="warning")
+            return
+
+        meta = chunk.get_chunk_metadata()
+        bounding_boxes = meta.resolve_bounding_boxes(docling_doc)
+
+        from haiku.rag.inspector.widgets.visual_modal import VisualGroundingModal
+
+        await self.push_screen(
+            VisualGroundingModal(
+                docling_document=docling_doc,
+                bounding_boxes=bounding_boxes,
+                page_numbers=meta.page_numbers,
+                document_uri=chunk.document_uri,
+            )
+        )
+
 
 def run_inspector(db_path: Path | None = None) -> None:
     """Run the inspector TUI.
diff --git a/haiku_rag_slim/haiku/rag/inspector/widgets/__init__.py b/haiku_rag_slim/haiku/rag/inspector/widgets/__init__.py
index a1d02e12..6ec3de34 100644
--- a/haiku_rag_slim/haiku/rag/inspector/widgets/__init__.py
+++ b/haiku_rag_slim/haiku/rag/inspector/widgets/__init__.py
@@ -1,5 +1,6 @@
 from haiku.rag.inspector.widgets.chunk_list import ChunkList
 from haiku.rag.inspector.widgets.detail_view import DetailView
 from haiku.rag.inspector.widgets.document_list import DocumentList
+from haiku.rag.inspector.widgets.visual_modal import VisualGroundingModal
 
-__all__ = ["ChunkList", "DetailView", "DocumentList"]
+__all__ = ["ChunkList", "DetailView", "DocumentList", "VisualGroundingModal"]
diff --git a/haiku_rag_slim/haiku/rag/inspector/widgets/chunk_list.py b/haiku_rag_slim/haiku/rag/inspector/widgets/chunk_list.py
index 420f3c31..dec0ef12 100644
--- a/haiku_rag_slim/haiku/rag/inspector/widgets/chunk_list.py
+++ b/haiku_rag_slim/haiku/rag/inspector/widgets/chunk_list.py
@@ -23,36 +23,24 @@ class ChunkList(VerticalScroll):
     def __init__(self, **kwargs) -> None:
         super().__init__(**kwargs)
         self.chunks: list[Chunk] = []
-        self.list_view: ListView | None = None
+        self.list_view = ListView()
 
     def compose(self) -> ComposeResult:
         """Compose the chunk list."""
         yield Static("[bold]Chunks[/bold]", classes="title")
-        self.list_view = ListView()
         yield self.list_view
 
     async def load_chunks_for_document(
         self, client: HaikuRAG, document_id: str
     ) -> None:
-        """Load chunks for a specific document.
-
-        Args:
-            client: HaikuRAG client instance
-            document_id: ID of the document to load chunks for
-        """
-        if self.list_view is None:
-            return
-
+        """Load chunks for a specific document."""
         self.chunks = await client.chunk_repository.get_by_document_id(document_id)
-
-        # Clear existing items
         await self.list_view.clear()
-
-        # Add chunk items
         for chunk in self.chunks:
             first_line = chunk.content.split("\n")[0]
-            item = ListItem(Static(f"[{chunk.order}] {first_line}"))
-            await self.list_view.append(item)
+            await self.list_view.append(
+                ListItem(Static(f"[{chunk.order}] {first_line}"))
+            )
 
     @on(ListView.Highlighted)
     @on(ListView.Selected)
@@ -60,8 +48,8 @@ class ChunkList(VerticalScroll):
         self, event: ListView.Highlighted | ListView.Selected
     ) -> None:
         """Handle chunk selection (arrow keys or Enter)."""
-        if event.list_view == self.list_view:
-            idx = event.list_view.index
-            if idx is not None and 0 <= idx < len(self.chunks):
-                chunk = self.chunks[idx]
-                self.post_message(self.ChunkSelected(chunk))
+        if event.list_view != self.list_view:
+            return
+        idx = event.list_view.index
+        if idx is not None and 0 <= idx < len(self.chunks):
+            self.post_message(self.ChunkSelected(self.chunks[idx]))
diff --git a/haiku_rag_slim/haiku/rag/inspector/widgets/detail_view.py b/haiku_rag_slim/haiku/rag/inspector/widgets/detail_view.py
index c599075d..5b9c4e14 100644
--- a/haiku_rag_slim/haiku/rag/inspector/widgets/detail_view.py
+++ b/haiku_rag_slim/haiku/rag/inspector/widgets/detail_view.py
@@ -1,8 +1,19 @@
+from typing import Protocol
+
 from textual.app import ComposeResult
 from textual.containers import VerticalScroll
 from textual.widgets import Markdown, Static
 
-from haiku.rag.store.models import Chunk, Document
+from haiku.rag.store.models import Chunk, Document, SearchResult
+
+
+class ProvenanceData(Protocol):
+    """Protocol for objects that have provenance metadata."""
+
+    page_numbers: list[int]
+    headings: list[str] | None
+    labels: list[str]
+    doc_item_refs: list[str]
 
 
 class DetailView(VerticalScroll):
@@ -12,81 +23,108 @@ class DetailView(VerticalScroll):
 
     def __init__(self, **kwargs) -> None:
         super().__init__(**kwargs)
-        self.title_widget: Static | None = None
-        self.content_widget: Markdown | None = None
-
-    def compose(self) -> ComposeResult:
-        """Compose the detail view."""
         self.title_widget = Static("[bold]Detail View[/bold]", classes="title")
-        yield self.title_widget
         self.content_widget = Markdown("")
         self.content_widget.can_focus = True
+
+    def compose(self) -> ComposeResult:
+        yield self.title_widget
         yield self.content_widget
 
+    def _format_provenance(self, prov: ProvenanceData) -> list[str]:
+        """Format provenance metadata as markdown lines."""
+        parts: list[str] = []
+        if prov.page_numbers:
+            pages_str = ", ".join(str(p) for p in prov.page_numbers)
+            parts.append(f"**Page(s):** {pages_str}")
+        if prov.headings:
+            headings_str = " > ".join(prov.headings)
+            parts.append(f"**Section:** {headings_str}")
+        if prov.labels:
+            labels_str = ", ".join(prov.labels)
+            parts.append(f"**Labels:** {labels_str}")
+        if prov.doc_item_refs:
+            refs_str = ", ".join(prov.doc_item_refs[:5])
+            if len(prov.doc_item_refs) > 5:
+                refs_str += f" ... (+{len(prov.doc_item_refs) - 5} more)"
+            parts.append(f"**DocItem Refs:** `{refs_str}`")
+        return parts
+
     async def show_document(self, document: Document) -> None:
-        """Display document details.
+        """Display document details."""
+        title = document.title or document.uri or "Untitled Document"
+        self.title_widget.update(f"[bold]Document: {title}[/bold]")
 
-        Args:
-            document: Document to display
-        """
-        if self.title_widget and self.content_widget:
-            title = document.title or document.uri or "Untitled Document"
-            self.title_widget.update(f"[bold]Document: {title}[/bold]")
+        content_parts: list[str] = []
+        if document.id:
+            content_parts.append(f"**ID:** `{document.id}`")
+        if document.uri:
+            content_parts.append(f"**URI:** `{document.uri}`")
+        if document.metadata:
+            metadata_str = "\n".join(
+                f"  - {k}: {v}" for k, v in document.metadata.items()
+            )
+            content_parts.append(f"**Metadata:**\n{metadata_str}")
+        if document.created_at:
+            content_parts.append(f"**Created:** {document.created_at}")
+        if document.updated_at:
+            content_parts.append(f"**Updated:** {document.updated_at}")
 
-            # Build markdown content
-            content_parts = []
+        content_parts.append("\n---\n")
+        content_parts.append(document.content)
 
-            if document.id:
-                content_parts.append(f"**ID:** `{document.id}`")
-            if document.uri:
-                content_parts.append(f"**URI:** `{document.uri}`")
-            if document.metadata:
-                metadata_str = "\n".join(
-                    f"  - {k}: {v}" for k, v in document.metadata.items()
-                )
-                content_parts.append(f"**Metadata:**\n{metadata_str}")
-            if document.created_at:
-                content_parts.append(f"**Created:** {document.created_at}")
-            if document.updated_at:
-                content_parts.append(f"**Updated:** {document.updated_at}")
-
-            content_parts.append("\n---\n")
-            content_parts.append(document.content)
-
-            await self.content_widget.update("\n\n".join(content_parts))
+        await self.content_widget.update("\n\n".join(content_parts))
 
     async def show_chunk(self, chunk: Chunk) -> None:
-        """Display chunk details.
+        """Display chunk details."""
+        self.title_widget.update(f"[bold]Chunk {chunk.order}[/bold]")
 
-        Args:
-            chunk: Chunk to display
-        """
-        if self.title_widget and self.content_widget:
-            self.title_widget.update(f"[bold]Chunk {chunk.order}[/bold]")
+        content_parts: list[str] = []
+        if chunk.id:
+            content_parts.append(f"**ID:** `{chunk.id}`")
+        if chunk.document_id:
+            content_parts.append(f"**Document ID:** `{chunk.document_id}`")
+        if chunk.document_title:
+            content_parts.append(f"**Document Title:** {chunk.document_title}")
+        if chunk.document_uri:
+            content_parts.append(f"**Document URI:** `{chunk.document_uri}`")
+        content_parts.append(f"**Order:** {chunk.order}")
 
-            # Build markdown content
-            content_parts = []
+        chunk_meta = chunk.get_chunk_metadata()
+        content_parts.extend(self._format_provenance(chunk_meta))
 
-            if chunk.id:
-                content_parts.append(f"**ID:** `{chunk.id}`")
-            if chunk.document_id:
-                content_parts.append(f"**Document ID:** `{chunk.document_id}`")
-            if chunk.document_title:
-                content_parts.append(f"**Document Title:** {chunk.document_title}")
-            if chunk.document_uri:
-                content_parts.append(f"**Document URI:** `{chunk.document_uri}`")
-            content_parts.append(f"**Order:** {chunk.order}")
-            if chunk.metadata:
-                metadata_str = "\n".join(
-                    f"  - {k}: {v}" for k, v in chunk.metadata.items()
-                )
-                content_parts.append(f"**Metadata:**\n{metadata_str}")
-            if chunk.embedding:
-                content_parts.append(
-                    f"**Embedding:** {len(chunk.embedding)} dimensions"
-                )
+        if chunk.embedding:
+            content_parts.append(f"**Embedding:** {len(chunk.embedding)} dimensions")
 
-            content_parts.append("\n---\n")
-            content_parts.append(chunk.content)
+        content_parts.append("\n---\n")
+        content_parts.append(chunk.content)
 
-            await self.content_widget.update("\n\n".join(content_parts))
+        await self.content_widget.update("\n\n".join(content_parts))
+
+    async def show_search_result(
+        self, chunk: Chunk, search_result: SearchResult
+    ) -> None:
+        """Display chunk details with search result metadata."""
+        self.title_widget.update(f"[bold]Chunk {chunk.order}[/bold]")
+
+        content_parts: list[str] = []
+        if chunk.id:
+            content_parts.append(f"**ID:** `{chunk.id}`")
+        if chunk.document_id:
+            content_parts.append(f"**Document ID:** `{chunk.document_id}`")
+        if search_result.document_title:
+            content_parts.append(f"**Document Title:** {search_result.document_title}")
+        if search_result.document_uri:
+            content_parts.append(f"**Document URI:** `{search_result.document_uri}`")
+        content_parts.append(f"**Order:** {chunk.order}")
+        content_parts.append(f"**Score:** {search_result.score:.4f}")
+
+        content_parts.extend(self._format_provenance(search_result))
+
+        if chunk.embedding:
+            content_parts.append(f"**Embedding:** {len(chunk.embedding)} dimensions")
+
+        content_parts.append("\n---\n")
+        content_parts.append(chunk.content)
+
+        await self.content_widget.update("\n\n".join(content_parts))
diff --git a/haiku_rag_slim/haiku/rag/inspector/widgets/document_list.py b/haiku_rag_slim/haiku/rag/inspector/widgets/document_list.py
index ec52d40d..e2f172b8 100644
--- a/haiku_rag_slim/haiku/rag/inspector/widgets/document_list.py
+++ b/haiku_rag_slim/haiku/rag/inspector/widgets/document_list.py
@@ -23,33 +23,20 @@ class DocumentList(VerticalScroll):
     def __init__(self, **kwargs) -> None:
         super().__init__(**kwargs)
         self.documents: list[Document] = []
-        self.list_view: ListView | None = None
+        self.list_view = ListView()
 
     def compose(self) -> ComposeResult:
         """Compose the document list."""
         yield Static("[bold]Documents[/bold]", classes="title")
-        self.list_view = ListView()
         yield self.list_view
 
     async def load_documents(self, client: HaikuRAG) -> None:
-        """Load all documents from the database.
-
-        Args:
-            client: HaikuRAG client instance
-        """
-        if self.list_view is None:
-            return
-
+        """Load all documents from the database."""
         self.documents = await client.list_documents(limit=None)
-
-        # Clear existing items
         await self.list_view.clear()
-
-        # Add document items
         for doc in self.documents:
             title = doc.title or doc.uri or doc.id
-            item = ListItem(Static(f"{title}"))
-            await self.list_view.append(item)
+            await self.list_view.append(ListItem(Static(f"{title}")))
 
     @on(ListView.Highlighted)
     @on(ListView.Selected)
@@ -57,8 +44,8 @@ class DocumentList(VerticalScroll):
         self, event: ListView.Highlighted | ListView.Selected
     ) -> None:
         """Handle document selection (arrow keys or Enter)."""
-        if event.list_view == self.list_view:
-            idx = event.list_view.index
-            if idx is not None and 0 <= idx < len(self.documents):
-                document = self.documents[idx]
-                self.post_message(self.DocumentSelected(document))
+        if event.list_view != self.list_view:
+            return
+        idx = event.list_view.index
+        if idx is not None and 0 <= idx < len(self.documents):
+            self.post_message(self.DocumentSelected(self.documents[idx]))
diff --git a/haiku_rag_slim/haiku/rag/inspector/widgets/search_modal.py b/haiku_rag_slim/haiku/rag/inspector/widgets/search_modal.py
index 7ef8e256..1cdbc8a8 100644
--- a/haiku_rag_slim/haiku/rag/inspector/widgets/search_modal.py
+++ b/haiku_rag_slim/haiku/rag/inspector/widgets/search_modal.py
@@ -8,7 +8,7 @@ from textual.widgets import Input, ListItem, ListView, Static
 
 from haiku.rag.client import HaikuRAG
 from haiku.rag.inspector.widgets.detail_view import DetailView
-from haiku.rag.store.models import Chunk
+from haiku.rag.store.models import Chunk, SearchResult
 
 
 class SearchModal(Screen):
@@ -16,6 +16,7 @@ class SearchModal(Screen):
 
     BINDINGS = [
         Binding("escape", "dismiss", "Close", show=True),
+        Binding("v", "show_visual", "Visual", show=True),
     ]
 
     CSS = """
@@ -65,6 +66,7 @@ class SearchModal(Screen):
         super().__init__()
         self.client = client
         self.chunks: list[Chunk] = []
+        self.search_results: list[SearchResult] = []
 
     def compose(self) -> ComposeResult:
         """Compose the search screen."""
@@ -99,29 +101,42 @@ class SearchModal(Screen):
         status_label.update("Searching...")
 
         try:
-            # Perform search
-            results = await self.client.chunk_repository.search(
-                query=query, limit=50, search_type="hybrid"
-            )
+            # Perform search using client API
+            self.search_results = await self.client.search(query=query, limit=50)
 
-            self.chunks = [chunk for chunk, _score in results]
+            # Get chunks for the results
+            self.chunks = []
+            for result in self.search_results:
+                if result.chunk_id:
+                    chunk = await self.client.chunk_repository.get_by_id(
+                        result.chunk_id
+                    )
+                    if chunk:
+                        self.chunks.append(chunk)
 
             # Clear and populate results
             await list_view.clear()
-            for chunk, score in results:
-                first_line = chunk.content.split("\n")[0]
-                score_str = f"{score:.2f}" if score else "N/A"
-                item = ListItem(Static(f"[{score_str}] {first_line}"))
+            for result in self.search_results:
+                first_line = result.content.split("\n")[0][:60]
+                score_str = f"{result.score:.2f}"
+                # Add page info if available
+                page_info = ""
+                if result.page_numbers:
+                    pages = ", ".join(str(p) for p in result.page_numbers[:3])
+                    page_info = f" (p.{pages})"
+                item = ListItem(Static(f"[{score_str}]{page_info} {first_line}"))
                 await list_view.append(item)
 
             # Update status
             status_label.update(f"Found {len(self.chunks)} results")
 
             # Select first result, show in detail view, and focus list
-            if self.chunks:
+            if self.chunks and self.search_results:
                 list_view.index = 0
                 detail_view = self.query_one("#search-detail", DetailView)
-                await detail_view.show_chunk(self.chunks[0])
+                await detail_view.show_search_result(
+                    self.chunks[0], self.search_results[0]
+                )
                 list_view.focus()
         except Exception as e:
             status_label.update(f"Error: {str(e)}")
@@ -129,23 +144,61 @@ class SearchModal(Screen):
     async def on_list_view_highlighted(self, event: ListView.Highlighted) -> None:
         """Handle chunk navigation (arrow keys)."""
         list_view = self.query_one("#search-results", ListView)
-        if event.list_view == list_view and event.item is not None:
-            idx = event.list_view.index
-            if idx is not None and 0 <= idx < len(self.chunks):
-                chunk = self.chunks[idx]
-                detail_view = self.query_one("#search-detail", DetailView)
-                await detail_view.show_chunk(chunk)
+        if event.list_view != list_view or event.item is None:
+            return
+        idx = event.list_view.index
+        detail_view = self.query_one("#search-detail", DetailView)
+        await detail_view.show_search_result(self.chunks[idx], self.search_results[idx])  # type: ignore[index]
 
     async def on_list_view_selected(self, event: ListView.Selected) -> None:
         """Handle chunk selection (Enter key)."""
         list_view = self.query_one("#search-results", ListView)
-        if event.list_view == list_view:
-            idx = event.list_view.index
-            if idx is not None and 0 <= idx < len(self.chunks):
-                chunk = self.chunks[idx]
-                self.post_message(self.ChunkSelected(chunk))
-                self.app.pop_screen()
+        if event.list_view != list_view:
+            return
+        idx = event.list_view.index
+        self.post_message(self.ChunkSelected(self.chunks[idx]))  # type: ignore[index]
+        self.app.pop_screen()
 
     async def action_dismiss(self, result=None) -> None:
-        """Close the search screen."""
         self.app.pop_screen()
+
+    async def action_show_visual(self) -> None:
+        """Show visual grounding for the current chunk."""
+        list_view = self.query_one("#search-results", ListView)
+        idx = list_view.index
+        if idx is None or not self.search_results:
+            return
+
+        search_result = self.search_results[idx]
+        if not search_result.document_id or not search_result.chunk_id:
+            return
+
+        status_label = self.query_one("#status-label", Static)
+
+        document = await self.client.get_document_by_id(search_result.document_id)
+        if not document:
+            status_label.update("[yellow]Document not found[/yellow]")
+            return
+
+        docling_doc = document.get_docling_document()
+        if not docling_doc:
+            status_label.update(
+                "[yellow]No DoclingDocument available for visual[/yellow]"
+            )
+            return
+
+        chunk = await self.client.chunk_repository.get_by_id(search_result.chunk_id)
+        bounding_boxes = []
+        if chunk:
+            meta = chunk.get_chunk_metadata()
+            bounding_boxes = meta.resolve_bounding_boxes(docling_doc)
+
+        from haiku.rag.inspector.widgets.visual_modal import VisualGroundingModal
+
+        modal = VisualGroundingModal(
+            docling_document=docling_doc,
+            bounding_boxes=bounding_boxes,
+            page_numbers=search_result.page_numbers,
+            document_uri=search_result.document_uri,
+        )
+        await self.app.push_screen(modal)
diff --git a/haiku_rag_slim/haiku/rag/inspector/widgets/visual_modal.py b/haiku_rag_slim/haiku/rag/inspector/widgets/visual_modal.py
new file mode 100644
index 00000000..b3078d15
--- /dev/null
+++ b/haiku_rag_slim/haiku/rag/inspector/widgets/visual_modal.py
@@ -0,0 +1,187 @@
+from copy import deepcopy
+from typing import TYPE_CHECKING
+
+from textual.app import ComposeResult
+from textual.binding import Binding
+from textual.containers import Horizontal, Vertical
+from textual.screen import Screen
+from textual.widget import Widget
+from textual.widgets import Static
+from textual_image.widget import Image as TextualImage
+
+from haiku.rag.store.models import BoundingBox
+
+if TYPE_CHECKING:
+    from docling_core.types.doc.document import DoclingDocument
+    from PIL.Image import Image as PILImage
+
+
+class VisualGroundingModal(Screen):
+    """Modal screen for displaying visual grounding with bounding boxes."""
+
+    BINDINGS = [
+        Binding("escape", "dismiss", "Close", show=True),
+        Binding("left", "prev_page", "Previous Page"),
+        Binding("right", "next_page", "Next Page"),
+    ]
+
+    CSS = """
+    VisualGroundingModal {
+        background: $surface;
+        layout: vertical;
+    }
+
+    #visual-header {
+        dock: top;
+        height: auto;
+        padding: 1;
+    }
+
+    #visual-content {
+        height: 1fr;
+        width: 100%;
+        align: center middle;
+    }
+
+    #visual-content Image {
+        width: auto;
+        height: 100%;
+    }
+
+    #page-nav {
+        dock: bottom;
+        height: auto;
+        padding: 1;
+    }
+    """
+
+    def __init__(
+        self,
+        docling_document: "DoclingDocument",
+        bounding_boxes: list[BoundingBox],
+        page_numbers: list[int],
+        document_uri: str | None = None,
+    ):
+        super().__init__()
+        self.docling_document = docling_document
+        self.document_uri = document_uri
+        self.bounding_boxes = bounding_boxes
+        self.page_numbers = sorted(set(page_numbers)) if page_numbers else []
+        self.current_page_idx = 0
+        self._image_widget: Widget = Static("Loading...", id="image-display")
+        self._page_info = Static("", id="page-info")
+
+    def compose(self) -> ComposeResult:
+        uri_display = self.document_uri or self.docling_document.name or "Document"
+        with Vertical(id="visual-header"):
+            yield Static(f"[bold]Visual Grounding[/bold] - {uri_display}")
+        with Horizontal(id="visual-content"):
+            yield self._image_widget
+        with Horizontal(id="page-nav"):
+            yield self._page_info
+
+    async def on_mount(self) -> None:
+        """Load and display the first page."""
+        await self._render_current_page()
+
+    async def _render_current_page(self) -> None:
+        """Render the current page with bounding boxes."""
+        if not self.page_numbers:
+            if isinstance(self._image_widget, Static):
+                self._image_widget.update("[red]No page information available[/red]")
+            self._page_info.update("")
+            return
+
+        current_page = self.page_numbers[self.current_page_idx]
+        self._page_info.update(
+            f"Page {current_page} "
+            f"({self.current_page_idx + 1}/{len(self.page_numbers)}) "
+            f"- Use ←/→ to navigate"
+        )
+
+        try:
+            image = self._render_page_with_boxes(current_page)
+            if image:
+                new_widget = TextualImage(image, id="rendered-image")
+                await self._image_widget.remove()
+                content = self.query_one("#visual-content", Horizontal)
+                await content.mount(new_widget)
+                self._image_widget = new_widget
+            elif isinstance(self._image_widget, Static):
+                self._image_widget.update(
+                    "[yellow]No page image available[/yellow]\n"
+                    "This document was converted without page images."
+                )
+        except Exception as e:
+            if isinstance(self._image_widget, Static):
+                self._image_widget.update(f"[red]Error: {e}[/red]")
+
+    def _render_page_with_boxes(self, page_no: int) -> "PILImage | None":
+        """Render a page from DoclingDocument with bounding boxes."""
+        from PIL import ImageDraw
+
+        # Get the page from DoclingDocument
+        if page_no not in self.docling_document.pages:
+            return None
+
+        page = self.docling_document.pages[page_no]
+        if page.image is None:
+            return None
+
+        pil_image = page.image.pil_image
+        if pil_image is None:
+            return None
+
+        # Get page dimensions
+        page_height = page.size.height
+
+        # Calculate scale factor (image pixels vs document coordinates)
+        scale_x = pil_image.width / page.size.width
+        scale_y = pil_image.height / page.size.height
+
+        # Get bounding boxes for this page
+        page_boxes = [bb for bb in self.bounding_boxes if bb.page_no == page_no]
+
+        if page_boxes:
+            # Draw bounding boxes
+            image = deepcopy(pil_image)
+            draw = ImageDraw.Draw(image, "RGBA")
+
+            for bbox in page_boxes:
+                # Convert from document coordinates to image coordinates
+                # Document coords are typically bottom-left origin
+                # PIL uses top-left origin
+                x0 = bbox.left * scale_x
+                y0 = (page_height - bbox.top) * scale_y  # Flip Y
+                x1 = bbox.right * scale_x
+                y1 = (page_height - bbox.bottom) * scale_y  # Flip Y
+
+                # Ensure proper ordering (y0 should be less than y1 for PIL)
+                if y0 > y1:
+                    y0, y1 = y1, y0
+
+                # Draw filled rectangle with transparency
+                fill_color = (255, 255, 0, 80)  # Yellow with transparency
+                outline_color = (255, 165, 0, 255)  # Orange outline
+
+                draw.rectangle([(x0, y0), (x1, y1)], fill=fill_color, outline=None)
+                draw.rectangle([(x0, y0), (x1, y1)], outline=outline_color, width=3)
+
+            return image
+
+        return pil_image
+
+    async def action_dismiss(self, result=None) -> None:
+        self.app.pop_screen()
+
+    async def action_prev_page(self) -> None:
+        """Navigate to the previous page."""
+        if self.current_page_idx > 0:
+            self.current_page_idx -= 1
+            await self._render_current_page()
+
+    async def action_next_page(self) -> None:
+        """Navigate to the next page."""
+        if self.current_page_idx < len(self.page_numbers) - 1:
+            self.current_page_idx += 1
+            await self._render_current_page()
diff --git a/haiku_rag_slim/pyproject.toml b/haiku_rag_slim/pyproject.toml
index 6b304761..6c401a4b 100644
--- a/haiku_rag_slim/pyproject.toml
+++ b/haiku_rag_slim/pyproject.toml
@@ -45,7 +45,7 @@ mxbai = ["mxbai-rerank>=0.1.6"]
 cohere = ["cohere>=5.20.0"]
 zeroentropy = ["zeroentropy>=0.1.0a6"]
 # Inspector TUI
-inspector = ["textual>=1.0.0"]
+inspector = ["textual>=1.0.0", "textual-image>=0.8.1"]
 # Model providers (delegated to pydantic-ai-slim)
 anthropic = ["pydantic-ai-slim[anthropic]"]
 groq = ["pydantic-ai-slim[groq]"]
diff --git a/uv.lock b/uv.lock
index ae96a4b5..9ae5ccc0 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1371,6 +1371,7 @@ groq = [
 ]
 inspector = [
     { name = "textual" },
+    { name = "textual-image" },
 ]
 mistral = [
     { name = "pydantic-ai-slim", extra = ["mistral"] },
@@ -1410,6 +1411,7 @@ requires-dist = [
     { name = "pyyaml", specifier = ">=6.0.3" },
     { name = "rich", specifier = ">=14.2.0" },
     { name = "textual", marker = "extra == 'inspector'", specifier = ">=1.0.0" },
+    { name = "textual-image", marker = "extra == 'inspector'", specifier = ">=0.8.1" },
     { name = "typer", specifier = ">=0.19.2,<0.20.0" },
     { name = "voyageai", marker = "extra == 'voyageai'", specifier = ">=0.3.5" },
     { name = "watchfiles", specifier = ">=1.1.1" },
@@ -4671,6 +4673,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/53/b3/95ab646b0c908823d71e49ab8b5949ec9f33346cee3897d1af6be28a8d91/textual-6.6.0-py3-none-any.whl", hash = "sha256:5a9484bd15ee8a6fd8ac4ed4849fb25ee56bed2cecc7b8a83c4cd7d5f19515e5", size = 712606, upload-time = "2025-11-10T17:49:58.391Z" },
 ]
 
+[[package]]
+name = "textual-image"
+version = "0.8.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pillow" },
+    { name = "rich" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f7/3e/807c5a449e9d99ba3b860acf5b83cf1da7ac46477bfe0e9e4d0149b8ed90/textual_image-0.8.4.tar.gz", hash = "sha256:d13f960da07659cfac9d9e417ca7057b3ac0c17a7827ae8e47c3b164d43776fc", size = 109056, upload-time = "2025-09-02T19:09:11.895Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5b/0e/2c3c2972ee810595089d85a51107f45e41c0642f645c24675951c69fd648/textual_image-0.8.4-py3-none-any.whl", hash = "sha256:0f0256993348f5af619c930a4839ea190525a22a56e8d69e1cf0f8e32d59fa3b", size = 109608, upload-time = "2025-09-02T19:09:10.707Z" },
+]
+
 [[package]]
 name = "tifffile"
 version = "2025.10.16"