diff --git a/include/ttmlir/Conversion/Passes.h b/include/ttmlir/Conversion/Passes.h
index 4c7464d88..cb629925a 100644
--- a/include/ttmlir/Conversion/Passes.h
+++ b/include/ttmlir/Conversion/Passes.h
@@ -7,6 +7,7 @@
 
 #ifdef TTMLIR_ENABLE_STABLEHLO
 #include "ttmlir/Conversion/ArithToStableHLO/ArithToStableHLO.h"
+#include "ttmlir/Conversion/RedundantBroadcastElimination/RedundantBroadcastElimination.h"
 #include "ttmlir/Conversion/StableHLOToTTIR/StableHLOToTTIR.h"
 #endif
 #include "ttmlir/Conversion/TTIRToTTIRDecomposition/TTIRToTTIRDecomposition.h"
diff --git a/include/ttmlir/Conversion/Passes.td b/include/ttmlir/Conversion/Passes.td
index d85396459..3c6ee372f 100644
--- a/include/ttmlir/Conversion/Passes.td
+++ b/include/ttmlir/Conversion/Passes.td
@@ -18,6 +18,11 @@ let summary = "Convert Arith Dialect to StableHLO dialect.";
   let constructor = "createConvertArithToStableHLOPass()";
   let dependentDialects = ["mlir::stablehlo::StablehloDialect", "mlir::arith::ArithDialect"];
 }
+def RedundantBroadcastElimination : Pass<"redundant-broadcast-elimination", "::mlir::ModuleOp"> {
+let summary = "Eliminate any redundant broadcast ops by folding them.";
+  let constructor = "createRedundantBroadcastEliminationPass()";
+  let dependentDialects = ["mlir::stablehlo::StablehloDialect"];
+}
 #endif
 
 def ConvertTosaToTTIR : Pass<"convert-tosa-to-ttir", "::mlir::ModuleOp"> {
diff --git a/include/ttmlir/Conversion/RedundantBroadcastElimination/RedundantBroadcastElimination.h b/include/ttmlir/Conversion/RedundantBroadcastElimination/RedundantBroadcastElimination.h
new file mode 100644
index 000000000..0e1dac4de
--- /dev/null
+++ b/include/ttmlir/Conversion/RedundantBroadcastElimination/RedundantBroadcastElimination.h
@@ -0,0 +1,20 @@
+// SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+//
+// SPDX-License-Identifier: Apache-2.0
+
+#ifndef TTMLIR_CONVERSION_REDUNDANT_BROADCAST_ELIMINATION_H
+#define TTMLIR_CONVERSION_REDUNDANT_BROADCAST_ELIMINATION_H
+
+#include "mlir/Pass/Pass.h"
+#include "mlir/Transforms/DialectConversion.h"
+
+namespace mlir::tt {
+
+#ifdef TTMLIR_ENABLE_STABLEHLO
+std::unique_ptr<OperationPass<ModuleOp>>
+createRedundantBroadcastEliminationPass();
+#endif
+
+} // namespace mlir::tt
+
+#endif // TTMLIR_CONVERSION_REDUNDANT_BROADCAST_ELIMINATION_H
diff --git a/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h b/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h
index f922c2501..250ef96d8 100644
--- a/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h
+++ b/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h
@@ -30,6 +30,12 @@ struct StableHLOToTTIRPipelineOptions
       // This pass will convert stablehlo.composite ops into func.call ops so
       // that the TTIR inliner pass may inline the ops.
       llvm::cl::init(true)};
+  Option<bool> eliminateRedundantBroadcast{
+      *this, "eliminate-redundant-broadcast",
+      llvm::cl::desc("Eliminate redundant broadcast ops."),
+      // Stablehlo can generate redundant broadcast ops where the input and
+      // output shapes are same. This pass folds those broadcasts.
+      llvm::cl::init(true)};
 };
 
 void createStableHLOToTTIRPipeline(
diff --git a/lib/Conversion/StableHLOToTTIR/ArithToStableHLOPass.cpp b/lib/Conversion/StableHLOToTTIR/ArithToStableHLOPass.cpp
index e759170e8..1f8f7b88b 100644
--- a/lib/Conversion/StableHLOToTTIR/ArithToStableHLOPass.cpp
+++ b/lib/Conversion/StableHLOToTTIR/ArithToStableHLOPass.cpp
@@ -3,6 +3,7 @@
 // SPDX-License-Identifier: Apache-2.0
 
 #include "ttmlir/Conversion/ArithToStableHLO/ArithToStableHLO.h"
+#include "ttmlir/Conversion/RedundantBroadcastElimination/RedundantBroadcastElimination.h"
 
 #include <mlir/Dialect/Arith/IR/Arith.h>
 #include <mlir/Dialect/Func/IR/FuncOps.h>
diff --git a/lib/Conversion/StableHLOToTTIR/CMakeLists.txt b/lib/Conversion/StableHLOToTTIR/CMakeLists.txt
index c09068750..cc7a6e008 100644
--- a/lib/Conversion/StableHLOToTTIR/CMakeLists.txt
+++ b/lib/Conversion/StableHLOToTTIR/CMakeLists.txt
@@ -7,6 +7,7 @@ add_mlir_library(TTMLIRStableHLOToTTIR
   StableHLOToTTIRPatterns.cpp
   StableHLOToTTIRPass.cpp
   ArithToStableHLOPass.cpp
+  RedundantBroadcastElimination.cpp
 
   ADDITIONAL_HEADER_DIRS
   ${PROJECT_SOURCE_DIR}/include/ttmlir/Conversion/StableHLOToTTIR
diff --git a/lib/Conversion/StableHLOToTTIR/RedundantBroadcastElimination.cpp b/lib/Conversion/StableHLOToTTIR/RedundantBroadcastElimination.cpp
new file mode 100644
index 000000000..254b44804
--- /dev/null
+++ b/lib/Conversion/StableHLOToTTIR/RedundantBroadcastElimination.cpp
@@ -0,0 +1,70 @@
+// SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+//
+// SPDX-License-Identifier: Apache-2.0
+
+#include <mlir/Dialect/Func/IR/FuncOps.h>
+#include <mlir/Dialect/Func/Transforms/FuncConversions.h>
+#include <mlir/Dialect/Tensor/IR/Tensor.h>
+#include <mlir/IR/BuiltinOps.h>
+#include <mlir/IR/Dialect.h>
+#include <mlir/IR/PatternMatch.h>
+#include <mlir/Pass/Pass.h>
+
+#include <stablehlo/dialect/StablehloOps.h>
+
+#include "ttmlir/Conversion/RedundantBroadcastElimination/RedundantBroadcastElimination.h"
+#include "ttmlir/Dialect/TT/IR/TT.h"
+#include "ttmlir/Dialect/TT/IR/TTOpsTypes.h"
+#include "ttmlir/Dialect/TTIR/IR/TTIR.h"
+#include "ttmlir/Dialect/TTIR/IR/TTIROps.h"
+
+using namespace mlir;
+using namespace mlir::tt;
+
+namespace mlir::tt::ttir {
+
+#define GEN_PASS_DEF_REDUNDANTBROADCASTELIMINATION
+#include "ttmlir/Conversion/Passes.h.inc"
+
+} // namespace mlir::tt::ttir
+
+namespace {
+
+class RedundantBroadcastEliminationPass
+    : public ttir::impl::RedundantBroadcastEliminationBase<
+          RedundantBroadcastEliminationPass> {
+public:
+  using ttir::impl::RedundantBroadcastEliminationBase<
+      RedundantBroadcastEliminationPass>::RedundantBroadcastEliminationBase;
+
+  void runOnOperation() final {
+    ModuleOp module = getOperation();
+    IRRewriter rewriter(&getContext());
+
+    module->walk([&](Operation *op) {
+      if (mlir::isa<mlir::tt::ttir::BroadcastOp>(op)) {
+        if (op->use_empty()) {
+          return;
+        }
+
+        if (op->getResult(0).getType() == op->getOperand(0).getType()) {
+          // This broadcast is redundant
+          rewriter.replaceAllUsesWith((Value)op->getResult(0),
+                                      (Value)op->getOperand(0));
+          rewriter.eraseOp(op);
+        }
+      }
+    });
+  }
+};
+
+} // namespace
+
+namespace mlir::tt {
+
+std::unique_ptr<OperationPass<ModuleOp>>
+createRedundantBroadcastEliminationPass() {
+  return std::make_unique<RedundantBroadcastEliminationPass>();
+}
+
+} // namespace mlir::tt
diff --git a/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp b/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp
index a092a36e1..5aab0b0e1 100644
--- a/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp
+++ b/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp
@@ -28,6 +28,9 @@ void createStableHLOToTTIRPipeline(
     pm.addPass(stablehlo::createStablehloLegalizeCompositeToCallPass());
   }
   pm.addPass(createConvertStableHLOToTTIRPass());
+  if (options.eliminateRedundantBroadcast) {
+    pm.addPass(createRedundantBroadcastEliminationPass());
+  }
   if (options.removeDeadValuesEnabled) {
     pm.addPass(mlir::createRemoveDeadValuesPass());
   }