diff --git a/docs/modules/llms/integrations/replicate.ipynb b/docs/modules/llms/integrations/replicate.ipynb
index bf4db10a0ae..478b5856884 100644
--- a/docs/modules/llms/integrations/replicate.ipynb
+++ b/docs/modules/llms/integrations/replicate.ipynb
@@ -254,7 +254,7 @@
    "source": [
     "second_prompt = PromptTemplate(\n",
     "    input_variables=[\"company_name\"],\n",
-    "    template=\"Write a description of an logo for this company: {company_name}\",\n",
+    "    template=\"Write a description of a logo for this company: {company_name}\",\n",
     ")\n",
     "chain_two = LLMChain(llm=llm, prompt=second_prompt)"
    ]
@@ -273,8 +273,8 @@
    "outputs": [],
    "source": [
     "third_prompt = PromptTemplate(\n",
-    "    input_variables=[\"company_log_description\"],\n",
-    "    template=\"{company_log_description}\",\n",
+    "    input_variables=[\"company_logo_description\"],\n",
+    "    template=\"{company_logo_description}\",\n",
     ")\n",
     "chain_three = LLMChain(llm=text2image, prompt=third_prompt)"
    ]