Update app.py

app.py

@@ -202,19 +202,22 @@ def expand_research(df: pd.DataFrame) -> pd.DataFrame:
 
 
 with gr.Blocks(
-    title="everyrow research",
+    title="everyrow annotate – AI Data Annotation & Web Research",
     css=".error-box { background: #fee; border: 1px solid #c00; border-radius: 8px; padding: 12px; color: #900; }",
 ) as demo:
     gr.Markdown(
         """
-        # everyrow research
-        Upload a CSV, describe what you want to research for each row, and get
-        enriched results powered by [everyrow](https://everyrow.io).
-
-        Get your API key at [everyrow.io/api-key](https://everyrow.io/api-key) ($20 free credit).
+        # 🏷️ everyrow annotate – AI Data Annotation & Web Research
+    
+        **everyrow annotate** uses AI research agents to **label, verify, and enrich data** row by row using live web information.
+    
+        Upload a CSV, describe what you want to annotate or find, and get structured results for every row — perfect for **data annotation, dataset enrichment, and research at scale**.
+    
+        🔑 Get your API key at [everyrow.io/api-key](https://everyrow.io/api-key) ($20 free credit).
         """
     )
 
+
     api_key = gr.Textbox(
         label="everyrow API key",
         type="password",
@@ -227,8 +230,8 @@ with gr.Blocks(
     preview_table = gr.Dataframe(label="Input preview", visible=False)
 
     query = gr.Textbox(
-        label="Research query",
-        placeholder="e.g. Find this company's latest funding round and amount",
+        label="Annotation or research instruction",
+        placeholder="e.g. Label each company’s industry and whether it is B2B or B2C",
         lines=3,
     )
 
@@ -242,8 +245,7 @@ with gr.Blocks(
     # --- Output fields form builder ---
     gr.Markdown("### Output fields")
     gr.Markdown(
-        "*Define output columns with name, type, and description. "
-        "Leave empty for the default answer column.*"
+        "*Define the structured fields you want the AI to annotate for each row. Leave empty to return a single answer column.*"
     )
 
     fields_state = gr.State([])