diff --git a/barretenberg/cpp/src/barretenberg/bb/main.cpp b/barretenberg/cpp/src/barretenberg/bb/main.cpp
index efbfd9baa84..0f7c839efd7 100644
--- a/barretenberg/cpp/src/barretenberg/bb/main.cpp
+++ b/barretenberg/cpp/src/barretenberg/bb/main.cpp
@@ -902,7 +902,6 @@ void avm_prove(const std::filesystem::path& bytecode_path,
     // Prove execution and return vk
     auto const [verification_key, proof] =
         avm_trace::Execution::prove(bytecode, calldata, public_inputs_vec, avm_hints);
-    vinfo("------- PROVING DONE -------");
 
     // TODO(ilyas): <#4887>: Currently we only need these two parts of the vk, look into pcs_verification key reqs
     std::vector<uint64_t> vk_vector = { verification_key.circuit_size, verification_key.num_public_inputs };
diff --git a/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_execution.cpp b/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_execution.cpp
index 21401f2fe0a..14a87d089c8 100644
--- a/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_execution.cpp
+++ b/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_execution.cpp
@@ -11,6 +11,7 @@
 #include "barretenberg/vm/avm_trace/avm_trace.hpp"
 #include "barretenberg/vm/avm_trace/aztec_constants.hpp"
 #include "barretenberg/vm/avm_trace/constants.hpp"
+#include "barretenberg/vm/avm_trace/stats.hpp"
 #include "barretenberg/vm/generated/avm_circuit_builder.hpp"
 #include "barretenberg/vm/generated/avm_composer.hpp"
 
@@ -64,7 +65,9 @@ std::tuple<AvmFlavor::VerificationKey, HonkProof> Execution::prove(std::vector<u
     vinfo("Deserialized " + std::to_string(instructions.size()) + " instructions");
 
     std::vector<FF> returndata;
-    auto trace = gen_trace(instructions, returndata, calldata, public_inputs_vec, execution_hints);
+    std::vector<Row> trace;
+    AVM_TRACK_TIME("prove/gen_trace",
+                   (trace = gen_trace(instructions, returndata, calldata, public_inputs_vec, execution_hints)));
     if (!avm_dump_trace_path.empty()) {
         info("Dumping trace as CSV to: " + avm_dump_trace_path.string());
         dump_trace_as_csv(trace, avm_dump_trace_path);
@@ -72,12 +75,13 @@ std::tuple<AvmFlavor::VerificationKey, HonkProof> Execution::prove(std::vector<u
     auto circuit_builder = bb::AvmCircuitBuilder();
     circuit_builder.set_trace(std::move(trace));
 
-    circuit_builder.check_circuit();
+    AVM_TRACK_TIME("prove/check_circuit", circuit_builder.check_circuit());
 
     auto composer = AvmComposer();
     auto prover = composer.create_prover(circuit_builder);
     auto verifier = composer.create_verifier(circuit_builder);
 
+    vinfo("------- PROVING EXECUTION -------");
     // Proof structure: public_inputs | calldata_size | calldata | returndata_size | returndata | raw proof
     HonkProof proof(public_inputs_vec);
     proof.emplace_back(calldata.size());
@@ -746,7 +750,9 @@ std::vector<Row> Execution::gen_trace(std::vector<Instruction> const& instructio
         }
     }
 
-    return trace_builder.finalize();
+    auto trace = trace_builder.finalize();
+    vinfo("Final trace size: ", trace.size());
+    return trace;
 }
 
 } // namespace bb::avm_trace
diff --git a/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_trace.cpp b/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_trace.cpp
index eee16a419a1..292aeaea478 100644
--- a/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_trace.cpp
+++ b/barretenberg/cpp/src/barretenberg/vm/avm_trace/avm_trace.cpp
@@ -24,6 +24,7 @@
 #include "barretenberg/vm/avm_trace/fixed_gas.hpp"
 #include "barretenberg/vm/avm_trace/fixed_powers.hpp"
 #include "barretenberg/vm/avm_trace/gadgets/avm_slice_trace.hpp"
+#include "barretenberg/vm/avm_trace/stats.hpp"
 
 namespace bb::avm_trace {
 
@@ -3772,6 +3773,31 @@ std::vector<Row> AvmTraceBuilder::finalize(uint32_t min_trace_size, bool range_c
                                         gas_trace_size + 1, KERNEL_INPUTS_LENGTH,   KERNEL_OUTPUTS_LENGTH,
                                         min_trace_size,     fixed_gas_table.size(), slice_trace_size,
                                         calldata.size() };
+    vinfo("Trace sizes before padding:",
+          "\n\tmain_trace_size: ",
+          main_trace_size,
+          "\n\tmem_trace_size: ",
+          mem_trace_size,
+          "\n\talu_trace_size: ",
+          alu_trace_size,
+          "\n\trange_check_size: ",
+          range_check_size,
+          "\n\tconv_trace_size: ",
+          conv_trace_size,
+          "\n\tlookup_table_size: ",
+          lookup_table_size,
+          "\n\tsha256_trace_size: ",
+          sha256_trace_size,
+          "\n\tposeidon2_trace_size: ",
+          poseidon2_trace_size,
+          "\n\tpedersen_trace_size: ",
+          pedersen_trace_size,
+          "\n\tgas_trace_size: ",
+          gas_trace_size,
+          "\n\tfixed_gas_table_size: ",
+          fixed_gas_table.size(),
+          "\n\tslice_trace_size: ",
+          slice_trace_size);
     auto trace_size = std::max_element(trace_sizes.begin(), trace_sizes.end());
 
     // We only need to pad with zeroes to the size to the largest trace here, pow_2 padding is handled in the
diff --git a/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.cpp b/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.cpp
index 23762777a9f..221b3cdee44 100644
--- a/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.cpp
+++ b/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.cpp
@@ -2,6 +2,7 @@
 
 #include "barretenberg/commitment_schemes/claim.hpp"
 #include "barretenberg/commitment_schemes/commitment_key.hpp"
+#include "barretenberg/common/constexpr_utils.hpp"
 #include "barretenberg/honk/proof_system/logderivative_library.hpp"
 #include "barretenberg/honk/proof_system/permutation_library.hpp"
 #include "barretenberg/plonk_honk_shared/library/grand_product_library.hpp"
@@ -16,27 +17,6 @@ namespace bb {
 using Flavor = AvmFlavor;
 using FF = Flavor::FF;
 
-namespace {
-
-// Loops through LookupRelations and calculates the logderivatives.
-// Metaprogramming is used to loop through the relations, because they are types.
-template <size_t relation_idx = 0, typename PP>
-void compute_logderivative_rel(const RelationParameters<FF>& relation_parameters,
-                               PP& prover_polynomials,
-                               size_t circuit_size)
-{
-    using Relation = std::tuple_element_t<relation_idx, Flavor::LookupRelations>;
-    AVM_TRACK_TIME(
-        Relation::NAME + std::string("_ms"),
-        (compute_logderivative_inverse<Flavor, Relation>(prover_polynomials, relation_parameters, circuit_size)));
-
-    if constexpr (relation_idx + 1 < std::tuple_size_v<Flavor::LookupRelations>) {
-        compute_logderivative_rel<relation_idx + 1, PP>(relation_parameters, prover_polynomials, circuit_size);
-    }
-}
-
-} // namespace
-
 /**
  * Create AvmProver from proving key, witness and manifest.
  *
@@ -93,8 +73,16 @@ void AvmProver::execute_log_derivative_inverse_round()
     relation_parameters.gamma = gamm;
 
     auto prover_polynomials = ProverPolynomials(*key);
-    compute_logderivative_rel(relation_parameters, prover_polynomials, key->circuit_size);
+    bb::constexpr_for<0, std::tuple_size_v<Flavor::LookupRelations>, 1>([&]<size_t relation_idx>() {
+        using Relation = std::tuple_element_t<relation_idx, Flavor::LookupRelations>;
+        AVM_TRACK_TIME(Relation::NAME + std::string("_ms"),
+                       (compute_logderivative_inverse<Flavor, Relation>(
+                           prover_polynomials, relation_parameters, key->circuit_size)));
+    });
+}
 
+void AvmProver::execute_log_derivative_inverse_commitments_round()
+{
     // Commit to all logderivative inverse polynomials
     for (auto [commitment, key_poly] : zip_view(witness_commitments.get_derived(), key->get_derived())) {
         commitment = commitment_key->commit(key_poly);
@@ -154,18 +142,22 @@ HonkProof AvmProver::construct_proof()
     execute_preamble_round();
 
     // Compute wire commitments
-    execute_wire_commitments_round();
+    AVM_TRACK_TIME("prove/execute_wire_commitments_round_ms", execute_wire_commitments_round());
+
+    // Compute sorted list accumulator
+    AVM_TRACK_TIME("prove/execute_log_derivative_inverse_round_ms", execute_log_derivative_inverse_round());
 
-    // Compute sorted list accumulator and commitment
-    execute_log_derivative_inverse_round();
+    // Compute commitments to logderivative inverse polynomials
+    AVM_TRACK_TIME("prove/execute_log_derivative_inverse_commitments_round_ms",
+                   execute_log_derivative_inverse_commitments_round());
 
     // Fiat-Shamir: alpha
     // Run sumcheck subprotocol.
-    execute_relation_check_rounds();
+    AVM_TRACK_TIME("prove/execute_relation_check_rounds_ms", execute_relation_check_rounds());
 
     // Fiat-Shamir: rho, y, x, z
     // Execute Zeromorph multilinear PCS
-    execute_pcs_rounds();
+    AVM_TRACK_TIME("prove/execute_pcs_rounds_ms", execute_pcs_rounds());
 
     return export_proof();
 }
diff --git a/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.hpp b/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.hpp
index 892b11a525f..35d9f927cbb 100644
--- a/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.hpp
+++ b/barretenberg/cpp/src/barretenberg/vm/generated/avm_prover.hpp
@@ -29,6 +29,7 @@ class AvmProver {
     void execute_preamble_round();
     void execute_wire_commitments_round();
     void execute_log_derivative_inverse_round();
+    void execute_log_derivative_inverse_commitments_round();
     void execute_relation_check_rounds();
     void execute_pcs_rounds();
 
diff --git a/bb-pilcom/bb-pil-backend/templates/circuit_builder.hpp.hbs b/bb-pilcom/bb-pil-backend/templates/circuit_builder.hpp.hbs
index 47c681dc9bd..27ae98c7413 100644
--- a/bb-pilcom/bb-pil-backend/templates/circuit_builder.hpp.hbs
+++ b/bb-pilcom/bb-pil-backend/templates/circuit_builder.hpp.hbs
@@ -161,7 +161,6 @@ class {{name}}CircuitBuilder {
             return true;
         }
     
-
         [[nodiscard]] size_t get_num_gates() const { return rows.size(); }
 
         [[nodiscard]] size_t get_circuit_subgroup_size() const
diff --git a/bb-pilcom/bb-pil-backend/templates/prover.cpp.hbs b/bb-pilcom/bb-pil-backend/templates/prover.cpp.hbs
index 32474b361e4..53990fad42d 100644
--- a/bb-pilcom/bb-pil-backend/templates/prover.cpp.hbs
+++ b/bb-pilcom/bb-pil-backend/templates/prover.cpp.hbs
@@ -2,6 +2,7 @@
 
 #include "barretenberg/commitment_schemes/claim.hpp"
 #include "barretenberg/commitment_schemes/commitment_key.hpp"
+#include "barretenberg/common/constexpr_utils.hpp"
 #include "barretenberg/honk/proof_system/logderivative_library.hpp"
 #include "barretenberg/honk/proof_system/permutation_library.hpp"
 #include "barretenberg/plonk_honk_shared/library/grand_product_library.hpp"
@@ -16,27 +17,6 @@ namespace bb {
 using Flavor = {{name}}Flavor;
 using FF = Flavor::FF;
 
-namespace {
-
-// Loops through LookupRelations and calculates the logderivatives.
-// Metaprogramming is used to loop through the relations, because they are types.
-template <size_t relation_idx = 0, typename PP>
-void compute_logderivative_rel(const RelationParameters<FF>& relation_parameters,
-                               PP& prover_polynomials,
-                               size_t circuit_size)
-{
-    using Relation = std::tuple_element_t<relation_idx, Flavor::LookupRelations>;
-    AVM_TRACK_TIME(
-        Relation::NAME + std::string("_ms"),
-        (compute_logderivative_inverse<Flavor, Relation>(prover_polynomials, relation_parameters, circuit_size)));
-
-    if constexpr (relation_idx + 1 < std::tuple_size_v<Flavor::LookupRelations>) {
-        compute_logderivative_rel<relation_idx + 1, PP>(relation_parameters, prover_polynomials, circuit_size);
-    }
-}
-
-} // namespace
-
 /**
  * Create {{name}}Prover from proving key, witness and manifest.
  *
@@ -94,8 +74,16 @@ void {{name}}Prover::execute_log_derivative_inverse_round()
     relation_parameters.gamma = gamm;
 
     auto prover_polynomials = ProverPolynomials(*key);
-    compute_logderivative_rel(relation_parameters, prover_polynomials, key->circuit_size);
+    bb::constexpr_for<0, std::tuple_size_v<Flavor::LookupRelations>, 1>([&]<size_t relation_idx>() {
+        using Relation = std::tuple_element_t<relation_idx, Flavor::LookupRelations>;
+        AVM_TRACK_TIME(Relation::NAME + std::string("_ms"),
+                       (compute_logderivative_inverse<Flavor, Relation>(
+                           prover_polynomials, relation_parameters, key->circuit_size)));
+    });
+}
 
+void {{name}}Prover::execute_log_derivative_inverse_commitments_round()
+{
     // Commit to all logderivative inverse polynomials
     for (auto [commitment, key_poly] : zip_view(witness_commitments.get_derived(), key->get_derived())) {
        commitment = commitment_key->commit(key_poly);
@@ -155,18 +143,21 @@ HonkProof {{name}}Prover::construct_proof()
     execute_preamble_round();
 
     // Compute wire commitments
-    execute_wire_commitments_round();
+    AVM_TRACK_TIME("prove/execute_wire_commitments_round_ms", execute_wire_commitments_round());
+
+    // Compute sorted list accumulator
+    AVM_TRACK_TIME("prove/execute_log_derivative_inverse_round_ms", execute_log_derivative_inverse_round());
 
-    // Compute sorted list accumulator and commitment
-    execute_log_derivative_inverse_round();
+    // Compute commitments to logderivative inverse polynomials
+    AVM_TRACK_TIME("prove/execute_log_derivative_inverse_commitments_round_ms", execute_log_derivative_inverse_commitments_round());
 
     // Fiat-Shamir: alpha
     // Run sumcheck subprotocol.
-    execute_relation_check_rounds();
+    AVM_TRACK_TIME("prove/execute_relation_check_rounds_ms", execute_relation_check_rounds());
 
     // Fiat-Shamir: rho, y, x, z
     // Execute Zeromorph multilinear PCS
-    execute_pcs_rounds();
+    AVM_TRACK_TIME("prove/execute_pcs_rounds_ms", execute_pcs_rounds());
 
     return export_proof();
 }
diff --git a/bb-pilcom/bb-pil-backend/templates/prover.hpp.hbs b/bb-pilcom/bb-pil-backend/templates/prover.hpp.hbs
index 8915a9d8f29..1ea0f418681 100644
--- a/bb-pilcom/bb-pil-backend/templates/prover.hpp.hbs
+++ b/bb-pilcom/bb-pil-backend/templates/prover.hpp.hbs
@@ -29,6 +29,7 @@ class {{name}}Prover {
     void execute_preamble_round();
     void execute_wire_commitments_round();
     void execute_log_derivative_inverse_round();
+    void execute_log_derivative_inverse_commitments_round();
     void execute_relation_check_rounds();
     void execute_pcs_rounds();