diff --git a/TODO b/TODO
index 10c886d..f3b329d 100644
--- a/TODO
+++ b/TODO
@@ -3,8 +3,6 @@
 
     * move all unsorted photos/* -> import/
 
-    * add an option on the person menu to run_ai_on all photos (or at least import/storage)
-
     * per file you could select an unknown face and add it as a ref img to an existing person, or make a new person and attach?
 
     * when search, have a way to hide deleted files
diff --git a/ai.py b/ai.py
index 3fb3fad..c1c8b45 100644
--- a/ai.py
+++ b/ai.py
@@ -5,9 +5,14 @@ from main import db, app, ma
 from sqlalchemy import Sequence
 from sqlalchemy.exc import SQLAlchemyError
 from status import st, Status
-from files import Entry, File
+from path import Path, PathType
+from files import Entry, Dir, File, PathDirLink
 from person import Refimg, Person, PersonRefimgLink
 from flask_login import login_required, current_user
+from PIL import Image
+import io
+import base64
+import json
 
 from job import Job, JobExtra, Joblog, NewJob
 from face import Face, FaceFileLink, FaceRefimgLink
@@ -52,3 +57,59 @@ def run_ai_on():
     job=NewJob( "run_ai_on", 0, None, jex )
     st.SetMessage( f"Created&nbsp;<a href=/job/{job.id}>Job #{job.id}</a>&nbsp;to Look for face(s) in selected file(s)")
     return render_template("base.html")
+
+@app.route("/run_ai_on_import")
+@login_required
+def run_ai_on_import():
+    jex=[]
+    jex.append( JobExtra( name=f"person", value="all" ) )
+    paths=Path.query.join(PathType).filter(PathType.name=='Import').all()
+    path_cnt=0
+    for p in paths:
+        d = Dir.query.join(PathDirLink).filter(PathDirLink.path_id==p.id).filter(Dir.rel_path=='').first()
+        jex.append( JobExtra( name=f"eid-{path_cnt}", value=f"{d.eid}" ) )
+        path_cnt+=1
+    print(jex)
+    job=NewJob( "run_ai_on", 0, None, jex )
+    st.SetMessage( f"Created&nbsp;<a href=/job/{job.id}>Job #{job.id}</a>&nbsp;to Look for face(s) in import path(s)")
+    return render_template("base.html")
+
+@app.route("/run_ai_on_storage")
+@login_required
+def run_ai_on_storage():
+    jex=[]
+    jex.append( JobExtra( name=f"person", value="all" ) )
+    paths=Path.query.join(PathType).filter(PathType.name=='Storage').all()
+    path_cnt=0
+    for p in paths:
+        d = Dir.query.join(PathDirLink).filter(PathDirLink.path_id==p.id).filter(Dir.rel_path=='').first()
+        jex.append( JobExtra( name=f"eid-{path_cnt}", value=f"{d.eid}" ) )
+        path_cnt+=1
+    print(jex)
+    job=NewJob( "run_ai_on", 0, None, jex )
+    st.SetMessage( f"Created&nbsp;<a href=/job/{job.id}>Job #{job.id}</a>&nbsp;to Look for face(s) in storage path(s)")
+    return render_template("base.html")
+
+@app.route("/unmatched_faces")
+@login_required
+def unmatched_faces():
+    faces=Face.query.join(FaceFileLink).join(FaceRefimgLink, isouter=True).filter(FaceRefimgLink.refimg_id==None).limit(10).all()
+    imgs={}
+    for face in faces:
+        face.locn=json.loads("["+face.locn+"]")
+        f = Entry.query.join(File).join(FaceFileLink).filter(FaceFileLink.face_id==face.id).first() 
+        face.file_eid=f.id
+        face.url=f.FullPathOnFS()
+        x=face.locn[0][3]*0.95
+        y=face.locn[0][0]*0.95
+        x2=face.locn[0][1]*1.05
+        y2=face.locn[0][2]*1.05
+        im = Image.open(f.FullPathOnFS())
+        region = im.crop((x, y, x2, y2))
+        img_bytearray = io.BytesIO()
+        region.save(img_bytearray, format='JPEG')
+        img_bytearray = img_bytearray.getvalue()
+        face.img = base64.b64encode(img_bytearray)
+        face.img = str(face.img)[2:-1]
+
+    return render_template("faces.html", faces=faces)
diff --git a/internal/js/face.js b/internal/js/face.js
new file mode 100644
index 0000000..fca55f6
--- /dev/null
+++ b/internal/js/face.js
@@ -0,0 +1,29 @@
+// Define this once and before it will be called, hence at the top of this file
+function DrawRefimg(fig, img, canvas, orig_face )
+{
+    // FIXME: should get this from shared.py, not sure why this doesnt work at present
+    thumbsize=256
+
+    context=canvas.getContext('2d')
+    // another call to this func will occur on load, so skip this one
+    if( img.width == 0 )
+        return
+
+    // only set canvas.width once we have valid img dimensions
+    canvas.width=img.width/2
+
+    // actually draw the pixel images to the canvas at the right size
+    context.drawImage(img, 0, 0, img.width/(img.height/canvas.height), canvas.height);
+    fig.width(canvas.width)
+
+    // draw rectangle on face
+    context.beginPath();
+    new_x=(orig_face.x/orig_face.orig_w)*img.width/(img.height/canvas.height)
+    new_y=(orig_face.y/orig_face.orig_h)*thumbsize/(img.height/canvas.height)
+    new_w=(orig_face.w/orig_face.orig_w)*img.width/(img.height/canvas.height)
+    new_h=(orig_face.h/orig_face.orig_h)*thumbsize/(img.height/canvas.height)
+    context.rect(new_x, new_y, new_w, new_h)
+    context.lineWidth = 2;
+    context.strokeStyle = 'green';
+    context.stroke();
+}
diff --git a/templates/base.html b/templates/base.html
index a7a235c..cffd212 100644
--- a/templates/base.html
+++ b/templates/base.html
@@ -74,7 +74,10 @@
                         <div class="dropdown-menu" aria-labelledby="PersonMenu">
                             <a class="dropdown-item" href="{{url_for('new_person')}}">Create Person</a>
                             <a class="dropdown-item" href="{{url_for('persons')}}">Show People</a>
-                            <a class="dropdown-item" href="{{url_for('aistats')}}">View stats of matched faces</a>
+                            <a class="dropdown-item" href="{{url_for('aistats')}}">View stats of matches</a>
+                            <a class="dropdown-item" href="{{url_for('run_ai_on_import')}}">Match in import path(s) </a>
+                            <a class="dropdown-item" href="{{url_for('run_ai_on_storage')}}">Match in storage path(s) </a>
+                            <a class="dropdown-item" href="{{url_for('unmatched_faces')}}">Show unmatched</a>
                         </div>
                     </div class="nav-item dropdown">
                     <div class="nav-item dropdown">
diff --git a/templates/faces.html b/templates/faces.html
new file mode 100644
index 0000000..9e73ab9
--- /dev/null
+++ b/templates/faces.html
@@ -0,0 +1,50 @@
+{% extends "base.html" %}
+
+{% block main_content %}
+<script src="{{ url_for( 'internal', filename='js/face.js')}}"></script>
+    <div class="container-fluid">
+        <h3>Unmatched Faces</h3>
+        <div class="row mt-3">
+        {% for f in faces %}
+            <div id="F{{f.id}}" class="col-2 px-0">
+                <form id="_fm" method="POST" action="/view/{{f.file_eid}}">
+ <input type="hidden" name="eids" value="{{f.file_eid}},">
+ <input type="hidden" name="noo" value="newest">
+ <input type="hidden" name="cwd" value="/">
+ <input type="hidden" name="root" value="/">
+ <input type="hidden" name="size" value="128">
+ <input type="hidden" name="grouping" value="1">
+ <input type="hidden" name="offset" value="0">
+ <input type="hidden" name="folders" value="false">
+ <input type="hidden" name="how_many" value="1">
+ <input type="hidden" name="orig_url" value="{{request.path}}">'
+
+                <figure id="fig_{{f.id}}">
+                    <div style="position:relative">
+                        <canvas id="c_{{f.id}}" height="128"></canvas>
+                        <script>
+                            var im_{{f.id}}=new Image();
+                            im_{{f.id}}.src="data:image/jpeg;base64,{{f.img}}";
+                            fig_{{f.id}}=$('#fig_{{f.id}}')
+                            // store this stuff in an javascript Object to use when document is ready event is triggered
+                            var orig_face_{{f.id}}=new Object;
+                            orig_face_{{f.id}}.x = {{f.locn[0][3]}}
+                            orig_face_{{f.id}}.y = {{f.locn[0][0]}}
+                            orig_face_{{f.id}}.w = {{f.locn[0][1]}}-{{f.locn[0][3]}}
+                            orig_face_{{f.id}}.h = {{f.locn[0][2]}}-{{f.locn[0][0]}}
+                            orig_face_{{f.id}}.orig_w = orig_face_{{f.id}}.w
+                            orig_face_{{f.id}}.orig_h = orig_face_{{f.id}}.h
+
+                            // when the document is ready, then DrawRefimg
+                            $(function() { DrawRefimg( fig_{{f.id}}, im_{{f.id}}, c_{{f.id}}, orig_face_{{f.id}} ) });
+                        </script>
+                        <figcaption>{{f.id}}</figcation>
+                    </div>
+                </figure>
+                <button>Go</button>
+                </form>
+            </div id="/F*">
+        {% endfor %}
+        </div class="row">
+    </div class="container-fluid">
+{% endblock main_content %}
diff --git a/templates/person.html b/templates/person.html
index 97439fa..e9430cb 100644
--- a/templates/person.html
+++ b/templates/person.html
@@ -1,35 +1,5 @@
 {% extends "base.html" %} {% block main_content %}
-<script>
-    // Define this once and before it will be called, hence at the top of this file
-    function DrawRefimg(fig, img, canvas, orig_face )
-    {
-        // FIXME: should get this from shared.py, not sure why this doesnt work at present
-        thumbsize=256
-
-        context=canvas.getContext('2d')
-        // another call to this func will occur on load, so skip this one
-        if( img.width == 0 )
-            return
-
-        // only set canvas.width once we have valid img dimensions
-        canvas.width=img.width/2
-
-        // actually draw the pixel images to the canvas at the right size
-        context.drawImage(img, 0, 0, img.width/(img.height/canvas.height), canvas.height);
-        fig.width(canvas.width)
-
-        // draw rectangle on face
-        context.beginPath();
-        new_x=(orig_face.x/orig_face.orig_w)*img.width/(img.height/canvas.height)
-        new_y=(orig_face.y/orig_face.orig_h)*thumbsize/(img.height/canvas.height)
-        new_w=(orig_face.w/orig_face.orig_w)*img.width/(img.height/canvas.height)
-        new_h=(orig_face.h/orig_face.orig_h)*thumbsize/(img.height/canvas.height)
-        context.rect(new_x, new_y, new_w, new_h)
-        context.lineWidth = 2;
-        context.strokeStyle = 'green';
-        context.stroke();
-    }
-</script>
+<script src="{{ url_for( 'internal', filename='js/face.js')}}"></script>
 
 <div class="container-fluid">
     <div class="row col-12"><h3 class="offset-3">{{page_title}}</h3></div>