diff --git a/spacy/cli/templates/quickstart_training.jinja b/spacy/cli/templates/quickstart_training.jinja
index 0db4c8a59..2c7ce024b 100644
--- a/spacy/cli/templates/quickstart_training.jinja
+++ b/spacy/cli/templates/quickstart_training.jinja
@@ -93,6 +93,29 @@ grad_factor = 1.0
 @layers = "reduce_mean.v1"
 {% endif -%}
 
+{% if "textcat" in components %}
+[components.textcat]
+factory = "textcat"
+
+{% if optimize == "accuracy" %}
+[components.textcat.model]
+@architectures = "spacy.TextCatEnsemble.v1"
+exclusive_classes = false
+width = 64
+conv_depth = 2
+embed_size = 2000
+window_size = 1
+ngram_size = 1
+nO = null
+
+{% else -%}
+[components.textcat.model]
+@architectures = "spacy.TextCatBOW.v1"
+exclusive_classes = false
+ngram_size = 1
+{%- endif %}
+{%- endif %}
+
 {# NON-TRANSFORMER PIPELINE #}
 {% else -%}
 
@@ -167,10 +190,33 @@ nO = null
 @architectures = "spacy.Tok2VecListener.v1"
 width = ${components.tok2vec.model.encode.width}
 {% endif %}
+
+{% if "textcat" in components %}
+[components.textcat]
+factory = "textcat"
+
+{% if optimize == "accuracy" %}
+[components.textcat.model]
+@architectures = "spacy.TextCatEnsemble.v1"
+exclusive_classes = false
+width = 64
+conv_depth = 2
+embed_size = 2000
+window_size = 1
+ngram_size = 1
+nO = null
+
+{% else -%}
+[components.textcat.model]
+@architectures = "spacy.TextCatBOW.v1"
+exclusive_classes = false
+ngram_size = 1
+{%- endif %}
+{%- endif %}
 {% endif %}
 
 {% for pipe in components %}
-{% if pipe not in ["tagger", "parser", "ner"] %}
+{% if pipe not in ["tagger", "parser", "ner", "textcat"] %}
 {# Other components defined by the user: we just assume they're factories #}
 [components.{{ pipe }}]
 factory = "{{ pipe }}"