diff --git a/src/renderer/components/Experiment/Eval/EvalJobsTable.tsx b/src/renderer/components/Experiment/Eval/EvalJobsTable.tsx
index d72c74318744419021b23aa1f678c28316ed79b1..111fe2a7468ab06bac259f33b468f22cbd8c4f8a 100644
--- a/src/renderer/components/Experiment/Eval/EvalJobsTable.tsx
+++ b/src/renderer/components/Experiment/Eval/EvalJobsTable.tsx
@@ -8,6 +8,7 @@ import {
   Table,
   Typography,
   Link,
+  Checkbox,
 } from '@mui/joy';
 import {
   ChartColumnBigIcon,
@@ -89,6 +90,7 @@ function RenderScore({ score }) {
 }
 
 const EvalJobsTable = () => {
+  const [selected, setSelected] = useState<readonly string[]>([]);
   const [viewOutputFromJob, setViewOutputFromJob] = useState(-1);
   const [openCSVModal, setOpenCSVModal] = useState(false);
   const [openPlotModal, setOpenPlotModal] = useState(false);
@@ -149,11 +151,53 @@ const EvalJobsTable = () => {
         setFileName={setFileNameForDetailedReport}
         fileName={fileNameForDetailedReport}
       />
-      <Typography level="h3">Executions</Typography>
+      <Box
+        sx={{
+          display: 'flex',
+          justifyContent: 'space-between',
+          alignItems: 'baseline',
+        }}
+      >
+        <Typography level="h3">Executions</Typography>
+        {selected.length > 1 && (
+          <Typography
+            level="body-sm"
+            startDecorator={<ChartColumnIncreasingIcon size="20px" />}
+            onClick={() => {
+              alert('this feature coming soon');
+            }}
+            sx={{ cursor: 'pointer' }}
+          >
+            <>Compare Selected Evals</>
+          </Typography>
+        )}
+      </Box>
       <Sheet sx={{ overflowY: 'scroll' }}>
         <Table stickyHeader>
           <thead>
             <tr>
+              <th
+                style={{ width: 48, textAlign: 'center', padding: '6px 6px' }}
+              >
+                <Checkbox
+                  size="sm"
+                  indeterminate={
+                    selected.length > 0 && selected.length !== jobs.length
+                  }
+                  checked={selected.length === jobs.length}
+                  onChange={(event) => {
+                    setSelected(
+                      event.target.checked ? jobs.map((row) => row.id) : []
+                    );
+                  }}
+                  color={
+                    selected.length > 0 || selected.length === jobs.length
+                      ? 'primary'
+                      : undefined
+                  }
+                  sx={{ verticalAlign: 'text-bottom' }}
+                />
+              </th>
               <th width="50px">Id</th>
               <th>Eval</th>
               <th>Progress</th>
@@ -164,6 +208,24 @@ const EvalJobsTable = () => {
           <tbody>
             {jobs?.map((job) => (
               <tr key={job.id}>
+                <td style={{ textAlign: 'center', width: 120 }}>
+                  <Checkbox
+                    size="sm"
+                    checked={selected.includes(job?.id)}
+                    color={selected.includes(job?.id) ? 'primary' : undefined}
+                    onChange={(event) => {
+                      setSelected((ids) =>
+                        event.target.checked
+                          ? ids.concat(job?.id)
+                          : ids.filter((itemId) => itemId !== job?.id)
+                      );
+                    }}
+                    slotProps={{
+                      checkbox: { sx: { textAlign: 'left' } },
+                    }}
+                    sx={{ verticalAlign: 'text-bottom' }}
+                  />
+                </td>
                 <td>{job.id}</td>
                 <td>
                   <Typography level="title-md">
@@ -179,7 +241,6 @@ const EvalJobsTable = () => {
                 <td>
                   <JobProgress job={job} />
                 </td>
-
                 <td>
                   <RenderScore score={job?.job_data?.score} />
                   {job?.job_data?.additional_output_path &&
@@ -219,7 +280,6 @@ const EvalJobsTable = () => {
                     </Link>
                   )}
                 </td>
-
                 <td>
                   <ButtonGroup
                     variant="soft"