diff --git a/project.clj b/project.clj
index 56586ef9..2e9125f6 100644
--- a/project.clj
+++ b/project.clj
@@ -16,6 +16,7 @@
                  [dk.ative/docjure "1.12.0"]
                  [org.clojure/java.jdbc "0.7.3"]
                  [cljsjs/dropzone "4.3.0-0"]
+                 [clj-fuzzy "0.4.1"]
                  ;; https://mvnrepository.com/artifact/postgresql/postgresql
                  [postgresql/postgresql "9.3-1102.jdbc41"]
                  [cljs-http "0.1.44"]
diff --git a/src/clj/auto_ap/db/companies.clj b/src/clj/auto_ap/db/companies.clj
new file mode 100644
index 00000000..faf83a1f
--- /dev/null
+++ b/src/clj/auto_ap/db/companies.clj
@@ -0,0 +1,9 @@
+(ns auto-ap.db.companies)
+
+(defn get-all []
+  [{:name "Campbell Brewing Company"
+    :matches ["campbell brewing company" "campbell brewery company" "campbell brewing"]}
+   {:name "Brown Chicken Brown Cow"
+    :matches ["brown chicken brown cow"]}
+   {:name "Naschmarkt Restaurant"
+    :matches ["naschmarkt" "naschmarkt restaurant"]}])
diff --git a/src/clj/auto_ap/handler.clj b/src/clj/auto_ap/handler.clj
index 43e7d9c8..c2bc909a 100644
--- a/src/clj/auto_ap/handler.clj
+++ b/src/clj/auto_ap/handler.clj
@@ -11,7 +11,17 @@
             [ring.middleware.reload :refer [wrap-reload]]
             [ring.middleware.json :refer [wrap-json-response]]
             [ring.middleware.edn :refer [wrap-edn-params]]
-            [clojure.java.jdbc :as j]))
+            [clojure.java.jdbc :as j]
+            [clj-fuzzy.metrics :as m]
+            [auto-ap.db.companies :as companies]))
+(defn best-match [companies company-identifier]
+  (->> companies
+       (map (fn [company]
+              [company (apply min (map #(m/jaccard (.toLowerCase company-identifier) %) (:matches company)))]))
+       (filter #(< (second %) 0.25))
+       (sort-by second)
+       
+       ffirst))
 
 (defroutes app-routes
   (GET "/" [] (response/resource-response "index.html" {:root "public"}))
@@ -37,25 +47,25 @@
          :headers {"Content-Type" "application/edn"}})
   (POST "/api/invoices/approve" [] 
         (invoices/approve)
-        (println (invoices/get-pending))
         {:status 200
          :body (pr-str (invoices/get-pending))
          :headers {"Content-Type" "application/edn"}})
   (POST "/api/invoices/reject" [] 
         (invoices/reject)
-        (println (invoices/get-pending))
         {:status 200
          :body (pr-str (invoices/get-pending))
          :headers {"Content-Type" "application/edn"}})
   (POST "/pdf-upload"
         {{  files "file"} :params :as params}
         (let [{:keys [filename tempfile]} files
-              existing-invoices (invoices/get-all)]
-          (println existing-invoices)
+              existing-invoices (invoices/get-all)
+              companies (companies/get-all)]
           (invoices/insert-multi!
            (for [{:keys [total date invoice-number customer-identifier vendor] :as row}
                  (parse/parse-file (.getPath tempfile) filename)]
              (assoc row
+                    :company (:name (best-match companies customer-identifier))
+
                     :imported false
                     :potential-duplicate (boolean (seq (filter #(and (= vendor (:vendor %))
                                                                   (= invoice-number (:invoice-number %)))
diff --git a/src/clj/auto_ap/parse.clj b/src/clj/auto_ap/parse.clj
index 6fe8655f..bd6310c2 100644
--- a/src/clj/auto_ap/parse.clj
+++ b/src/clj/auto_ap/parse.clj
@@ -2,30 +2,10 @@
   (:require [clojure.java.io :as io]
             [clojure.string :as str]
             [clojure.java.shell :as sh]
-            [auto-ap.parse.excel :as excel]))
+            [auto-ap.parse.excel :as excel]
+            [auto-ap.parse.templates :as t]))
 
-(def templates
-  [{:vendor "CHFW"
-    :keywords [#"CHEF'S WAREHOUSE"]
-    :extract {:total #"2 WKS C\.C\.\s+([\d.,]+)"
-              :customer-identifier #"\n([A-Z][A-Z ]+)\s{2,}"
-              :date #"\s+([0-9]+/[0-9]+/[0-9]+)"
-              :invoice-number #"\s+[0-9]+/[0-9]+/[0-9]+\s+([0-9]+)"}}
 
-   {:vendor "GGM"
-    :keywords [#"Golden Gate Meat"]
-    :extract {:total #"Invoice Total\:\s+\$([\d.,]+)"
-              :customer-identifier #"Bill To\s*:\s*([\w ]+)\s{2,}"
-              :date #"Printed:\s+([0-9]+/[0-9]+/[0-9]+)"
-              :invoice-number #"Invoice\s+[^\n]+\n[^\n]+\n\s+([0-9]+)"}}
-
-   {:vendor "CINTAS"
-    :keywords [#"CINTAS CORPORATION"]
-     :extract {:invoice-number #"INVOICE\s#\s+([\d.,]+)"
-               :customer-identifier #"BILL TO\s*:\s{2,}([\w ]+)\s{2,}"
-               :date #"INVOICE DATE\s*\n.*\s+([0-9]+/[0-9]+/[0-9]+)"
-               :total #"INVOICE TOTAL\s+([0-9.]+)"}
-    :multi #"\f\f"}])
 
 (defn template-applies? [text {:keys [keywords]}]
   (every? #(re-find % text) keywords))
@@ -45,13 +25,13 @@
             {:vendor (:vendor template)}))]))
 
 (defn parse [text]
-  (->> templates
+  (->> t/pdf-templates
        (filter (partial template-applies? text))
        first
        (extract-template text)))
 
 
-(defmulti parse-file (fn [file filename]  (last (str/split filename #"\." ))))
+(defmulti parse-file (fn [file filename]  (.toLowerCase (last (str/split filename #"\." )))))
 
 (defmethod parse-file
   "pdf"
diff --git a/src/clj/auto_ap/parse/excel.clj b/src/clj/auto_ap/parse/excel.clj
index 064a380a..3440d566 100644
--- a/src/clj/auto_ap/parse/excel.clj
+++ b/src/clj/auto_ap/parse/excel.clj
@@ -1,29 +1,15 @@
 (ns auto-ap.parse.excel
   (:import [org.apache.poi.ss.util CellAddress])
   (:require [dk.ative.docjure.spreadsheet :as d]
-            
-            [clojure.string :as str]))
+            [clojure.string :as str]
+            [auto-ap.parse.templates :as t]))
+
 
-(def templates
-  [{:vendor "Isp Productions"
-    :keywords [#"ISP PRODUCTIONS"]
-    :extract {:customer-identifier [#"SERVICES PROVIDED TO" 1 0]
-              :total [#"PAY THIS" -1 0]
-              :date [#"INVOICE DATE" 0 1]
-              :invoice-number [#"INVOICE NUMBER" 0 1]}}
-   {:vendor "Southern Wine Online"
-    :keywords [#"Please note that the total invoice amount may"]
-    :extract {:customer-identifier [#"Customer #" 1 0]
-              :total [#"Total Invoice" 0 5]
-              :date [#"Date" 0 0 #"Date: (.*)"]
-              :invoice-number [#"Invoice #" 0 0  #"Invoice #: (.*)"]}}])
 
 (defn template-applies? [text {:keys [keywords]}]
   (every? #(re-find % text) keywords))
 
 (defn extract [wb {:keys [extract vendor]}]
-  (println extract)
-  
   (reduce-kv
    (fn [invoice k [regex offset-row offset-column extract-regex]]
      (assoc invoice k
@@ -54,7 +40,7 @@
                    (d/cell-seq)
                    (map d/read-cell)
                    (str/join " "))]
-     (->> templates
+     (->> t/excel-templates
           (filter (partial template-applies? text))
           first
           (extract wb)
diff --git a/src/clj/auto_ap/parse/templates.clj b/src/clj/auto_ap/parse/templates.clj
new file mode 100644
index 00000000..7e1aff6e
--- /dev/null
+++ b/src/clj/auto_ap/parse/templates.clj
@@ -0,0 +1,38 @@
+(ns auto-ap.parse.templates)
+
+(def pdf-templates
+  [{:vendor "CHFW"
+    :keywords [#"CHEF'S WAREHOUSE"]
+    :extract {:total #"2 WKS C\.C\.\s+([\d.,]+)"
+              :customer-identifier #"\n([A-Z][A-Z ]+)\s{2,}"
+              :date #"\s+([0-9]+/[0-9]+/[0-9]+)"
+              :invoice-number #"\s+[0-9]+/[0-9]+/[0-9]+\s+([0-9]+)"}}
+
+   {:vendor "GGM"
+    :keywords [#"Golden Gate Meat"]
+    :extract {:total #"Invoice Total\:\s+\$([\d.,]+)"
+              :customer-identifier #"Bill To\s*:\s*([\w ]+)\s{2,}"
+              :date #"Printed:\s+([0-9]+/[0-9]+/[0-9]+)"
+              :invoice-number #"Invoice\s+[^\n]+\n[^\n]+\n\s+([0-9]+)"}}
+
+   {:vendor "CINTAS"
+    :keywords [#"CINTAS CORPORATION"]
+    :extract {:invoice-number #"INVOICE\s#\s+([\d.,]+)"
+              :customer-identifier #"BILL TO\s*:\s{2,}([\w ]+)\s{2,}"
+              :date #"INVOICE DATE\s*\n.*\s+([0-9]+/[0-9]+/[0-9]+)"
+              :total #"INVOICE TOTAL\s+([0-9.]+)"}
+    :multi #"\f\f"}])
+
+(def excel-templates
+  [{:vendor "Isp Productions"
+    :keywords [#"ISP PRODUCTIONS"]
+    :extract {:customer-identifier [#"SERVICES PROVIDED TO" 1 0]
+              :total [#"PAY THIS" -1 0]
+              :date [#"INVOICE DATE" 0 1]
+              :invoice-number [#"INVOICE NUMBER" 0 1]}}
+   {:vendor "Southern Wine Online"
+    :keywords [#"Please note that the total invoice amount may"]
+    :extract {:customer-identifier [#"Customer #" 1 0]
+              :total [#"Total Invoice" 0 5]
+              :date [#"Date" 0 0 #"Date: (.*)"]
+              :invoice-number [#"Invoice #" 0 0  #"Invoice #: (.*)"]}}])
diff --git a/src/cljs/auto_ap/views.cljs b/src/cljs/auto_ap/views.cljs
index 867e5ef8..0f2550ff 100644
--- a/src/cljs/auto_ap/views.cljs
+++ b/src/cljs/auto_ap/views.cljs
@@ -64,11 +64,11 @@
                [:th "Invoice #"]
                [:th "Date"]
                [:th "Amount"]]]
-             [:tbody (for [{:keys [customer-identifier invoice-number date total id vendor] :as i} @invoices]
-                       ^{:key (str customer-identifier "-" invoice-number "-" date "-" total "-" id)}
+             [:tbody (for [{:keys [company invoice-number date total id vendor] :as i} @invoices]
+                       ^{:key (str company "-" invoice-number "-" date "-" total "-" id)}
                        [:tr
                         [:td vendor]
-                        [:td customer-identifier]
+                        [:td company]
                         [:td invoice-number]
                         [:td date]
                         [:td total]])]])]))
@@ -114,11 +114,14 @@
                     [:th "Date"]
                     [:th "Amount"]
                     [:th]]]
-                  [:tbody (for [{:keys [vendor potential-duplicate customer-identifier invoice-number date total id] :as i} @invoices]
-                            ^{:key (str customer-identifier "-" invoice-number "-" date "-" total "-" id)}
+                  [:tbody (for [{:keys [vendor potential-duplicate company customer-identifier invoice-number date total id] :as i} @invoices]
+                            ^{:key (str company "-" invoice-number "-" date "-" total "-" id)}
                             [:tr 
                              [:td vendor]
-                             [:td customer-identifier]
+                             (if company
+                               [:td company]
+                               [:td [:i.icon.fa.fa-warning {:title "potential duplicate"}]
+                                (str "'" customer-identifier "' doesn't match any known company")])
                              [:td invoice-number]
                              [:td date]
                              [:td total]