diff --git a/Cargo.lock b/Cargo.lock
index 17426b0c..b0981f4b 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2021,10 +2021,12 @@ dependencies = [
  "ark-std",
  "bincode",
  "console_error_panic_hook",
+ "criterion 0.4.0",
  "getrandom 0.2.7",
  "group-threshold-cryptography",
  "js-sys",
  "rand 0.8.5",
+ "rand_core 0.6.3",
  "serde",
  "serde_with",
  "wasm-bindgen",
diff --git a/tpke-wasm/.gitignore b/tpke-wasm/.gitignore
index 4e301317..bb9a2539 100644
--- a/tpke-wasm/.gitignore
+++ b/tpke-wasm/.gitignore
@@ -2,5 +2,5 @@
 **/*.rs.bk
 Cargo.lock
 bin/
-pkg/
+pkg
 wasm-pack.log
diff --git a/tpke-wasm/BENCHMARK.md b/tpke-wasm/BENCHMARK.md
new file mode 100644
index 00000000..572462ab
--- /dev/null
+++ b/tpke-wasm/BENCHMARK.md
@@ -0,0 +1,56 @@
+# Benchmarks
+
+## Benchmarking WASM
+
+This time we may not use [`centurion.rs`](https://github.com/bheisler/criterion.rs/blob/version-0.4/book/src/user_guide/wasi.md#webasseblywasi-benchmarking) because `wasm32-wasi` is incompatible with `wasm_bindgen` ([1](https://github.com/rustwasm/wasm-bindgen/issues/2554), [2](https://github.com/bevyengine/bevy/discussions/5908?sort=new)). Instead, we're going to measure performance directly in the browser.
+
+### Setup
+
+```bash
+wasm-pack build --release --target web
+
+cd js-benches
+ln -s ../pkg .
+```
+
+### Running
+
+```bash
+npx http-server
+# Visit localhost:8080/index.html
+```
+
+## Benchmarking Rust
+
+```bash
+cargo bench
+```
+
+## Results
+
+### WASM Results
+
+```
+
+```
+
+### Rust Results
+
+```
+TPKE-WASM/tpke-wasm::encrypt - num_shares=8, num_entities=8, threshold=8
+                        time:   [4.8427 ms 4.9178 ms 5.0113 ms]
+Found 2 outliers among 10 measurements (20.00%)
+  2 (20.00%) high mild
+TPKE-WASM/tpke-wasm::encrypt - num_shares=16, num_entities=16, threshold=16
+                        time:   [4.8967 ms 4.9732 ms 5.1114 ms]
+Found 1 outliers among 10 measurements (10.00%)
+  1 (10.00%) high mild
+TPKE-WASM/tpke-wasm::encrypt - num_shares=32, num_entities=32, threshold=32
+                        time:   [4.8219 ms 5.0377 ms 5.3367 ms]
+Found 1 outliers among 10 measurements (10.00%)
+  1 (10.00%) high severe
+TPKE-WASM/tpke-wasm::encrypt - num_shares=64, num_entities=64, threshold=64
+                        time:   [4.8865 ms 4.9192 ms 4.9529 ms]
+TPKE-WASM/tpke-wasm::encrypt - num_shares=128, num_entities=128, threshold=128
+                        time:   [4.8900 ms 4.9389 ms 4.9834 ms]
+```
diff --git a/tpke-wasm/Cargo.toml b/tpke-wasm/Cargo.toml
index aff4b5b8..9eab8584 100644
--- a/tpke-wasm/Cargo.toml
+++ b/tpke-wasm/Cargo.toml
@@ -33,3 +33,9 @@ ark-std = "0.3.0"
 [dev-dependencies]
 wasm-bindgen-test = "0.3.13"
 console_error_panic_hook = "0.1.7"
+criterion = { version = "0.4", default-features = false }
+rand_core = "0.6"
+
+[[bench]]
+name = "benchmarks"
+harness = false
\ No newline at end of file
diff --git a/tpke-wasm/benches/benchmarks.rs b/tpke-wasm/benches/benchmarks.rs
new file mode 100644
index 00000000..a882a01c
--- /dev/null
+++ b/tpke-wasm/benches/benchmarks.rs
@@ -0,0 +1,30 @@
+use criterion::{black_box, criterion_group, criterion_main, Criterion};
+
+pub fn bench_encrypt_combine(c: &mut Criterion) {
+    fn encrypt_bench(
+        num_shares: usize,
+        num_entities: usize,
+        threshold: usize,
+    ) -> impl Fn() {
+        let message = "my-secret-message".as_bytes().to_vec();
+        let setup = tpke_wasm::Setup::new(threshold, num_shares, num_entities);
+        move || {
+            let message = message.clone();
+            black_box(tpke_wasm::encrypt(message, setup.public_key));
+        }
+    }
+
+    let mut group = c.benchmark_group("TPKE-WASM");
+    group.sample_size(10);
+
+    for num_shares in [8, 16, 32, 64, 128].iter() {
+        let a = encrypt_bench(*num_shares, *num_shares, *num_shares);
+        group.measurement_time(core::time::Duration::new(30, 0));
+        group.bench_function(format!("tpke-wasm::encrypt - num_shares={}, num_entities={}, threshold={}", num_shares, num_shares, num_shares), |b| {
+                b.iter(|| a())
+            });
+    }
+}
+
+criterion_group!(benches, bench_encrypt_combine);
+criterion_main!(benches);
diff --git a/tpke-wasm/js-benches/index.html b/tpke-wasm/js-benches/index.html
new file mode 100644
index 00000000..70068db4
--- /dev/null
+++ b/tpke-wasm/js-benches/index.html
@@ -0,0 +1,9 @@
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="UTF-8" />
+    <title>TPKE benchmark</title>
+    <script type="module" src="./index.js"></script>
+  </head>
+  <body></body>
+</html>
diff --git a/tpke-wasm/js-benches/index.js b/tpke-wasm/js-benches/index.js
new file mode 100644
index 00000000..9f9dd9c7
--- /dev/null
+++ b/tpke-wasm/js-benches/index.js
@@ -0,0 +1,16 @@
+import init from "./pkg/tpke_wasm.js";
+import { Setup } from "./pkg/tpke_wasm.js";
+
+const runBenchmarks = async () => {
+    console.log("Initializing ...");
+
+    const setup = new Setup();
+
+    console.log("Setup: ", setup);
+
+    console.log("Done!");
+};
+
+init()
+    .then(runBenchmarks)
+    .catch((err) => console.error(err));
\ No newline at end of file
diff --git a/tpke-wasm/src/lib.rs b/tpke-wasm/src/lib.rs
index 31f429b8..06444176 100644
--- a/tpke-wasm/src/lib.rs
+++ b/tpke-wasm/src/lib.rs
@@ -10,8 +10,6 @@ use serde_with::serde_as;
 use utils::set_panic_hook;
 use wasm_bindgen::prelude::*;
 
-extern crate alloc;
-// Use `wee_alloc` as the global allocator.
 extern crate wee_alloc;
 
 pub type E = ark_bls12_381::Bls12_381;
diff --git a/ferveo/BENCHMARK.md b/tpke/BENCHMARK.md
similarity index 90%
rename from ferveo/BENCHMARK.md
rename to tpke/BENCHMARK.md
index b17fc2c6..7eb6c1e7 100644
--- a/ferveo/BENCHMARK.md
+++ b/tpke/BENCHMARK.md
@@ -1,4 +1,34 @@
-# WASM results
+# Benchmarks
+
+## Benchmarking WASM
+
+Based on `centurion.rs` (docs)[https://github.com/bheisler/criterion.rs/blob/version-0.4/book/src/user_guide/wasi.md#webasseblywasi-benchmarking]
+
+### Setup
+
+```bash
+cargo install cargo-wasi
+npm install -g @wasmer/cli
+
+cargo wasi build --bench=benchmarks --release
+cp `ls -t ../target/wasm32-wasi/release/deps/*.wasm | head -n 1` benchmarks.wasm
+```
+
+### Running
+
+```bash
+wasmer-js run --dir=. benchmarks.wasm -- --bench
+```
+
+## Benchmarking Rust
+
+```bash
+cargo bench
+```
+
+## Results
+
+### WASM Results
 
 ```
 TPKE/share_combine: 100 validators threshold 1024*2/3 - #msg 1 - msg-size = 100 bytes
@@ -27,7 +57,8 @@ TPKE/share_combine: 200 validators threshold 8192*2/3 - #msg 1 - msg-size = 100
                         time:   [413.68 ms 426.59 ms 434.22 ms]
 ```
 
-# Rust results
+### Rust Results
+
 ```
 TPKE/share_combine: 100 validators threshold 1024*2/3 - #msg 1 - msg-size = 100 bytes
                         time:   [39.402 ms 39.933 ms 40.442 ms]
@@ -76,4 +107,4 @@ TPKE/share_combine: 200 validators threshold 8192*2/3 - #msg 1 - msg-size = 100
                         time:   [76.676 ms 77.459 ms 78.123 ms]
                         change: [-80.315% -79.559% -78.876%] (p = 0.00 < 0.05)
                         Performance has improved.
-```
\ No newline at end of file
+```
diff --git a/tpke/README.md b/tpke/README.md
index ae7ffb48..cf7ddad7 100644
--- a/tpke/README.md
+++ b/tpke/README.md
@@ -18,6 +18,4 @@ cp `ls -t ../target/wasm32-wasi/release/deps/*.wasm | head -n 1` benchmarks.wasm
 
 ```bash
 wasmer-js run --dir=. benchmarks.wasm -- --bench
-```
-
-### Results
+```
\ No newline at end of file