diff --git a/benchmark/base-benchmark.ts b/benchmark/benchmark.ts
similarity index 94%
rename from benchmark/base-benchmark.ts
rename to benchmark/benchmark.ts
index 6571915bf9..17ae0d9816 100644
--- a/benchmark/base-benchmark.ts
+++ b/benchmark/benchmark.ts
@@ -115,9 +115,7 @@ function logResult(
   console.log(result.label + `\n`);
   console.log(`time: ${resultToString(result)}`);
 
-  if (!previousResult) {
-    return;
-  }
+  if (previousResult === undefined) return;
 
   let change = (result.mean - previousResult.mean) / previousResult.mean;
   let p = pValue(result, previousResult);
@@ -167,8 +165,8 @@ function pValue(sample1: BenchmarkResult, sample2: BenchmarkResult): number {
 }
 
 function calculateBounds(result: BenchmarkResult) {
-  const percentage = (Math.sqrt(result.variance) / result.mean) * 100;
-  const upperBound = result.mean + (result.mean * percentage) / 100;
-  const lowerBound = result.mean - (result.mean * percentage) / 100;
+  const stdDev = Math.sqrt(result.variance);
+  const upperBound = result.mean + stdDev;
+  const lowerBound = result.mean - stdDev;
   return { upperBound, lowerBound };
 }
diff --git a/benchmark/samples/ecdsa.ts b/benchmark/benchmarks/ecdsa.ts
similarity index 93%
rename from benchmark/samples/ecdsa.ts
rename to benchmark/benchmarks/ecdsa.ts
index a11c9c9047..28de1c4544 100644
--- a/benchmark/samples/ecdsa.ts
+++ b/benchmark/benchmarks/ecdsa.ts
@@ -1,5 +1,5 @@
 /**
- * ECDSA benchmark sample
+ * ECDSA benchmark
  */
 
 import { Provable } from 'o1js';
@@ -9,7 +9,7 @@ import {
   Secp256k1,
   keccakAndEcdsa,
 } from '../../src/examples/crypto/ecdsa/ecdsa.js';
-import { benchmark } from '../base-benchmark.js';
+import { benchmark } from '../benchmark.js';
 
 let privateKey = Secp256k1.Scalar.random();
 let publicKey = Secp256k1.generator.scale(privateKey);
diff --git a/benchmark/runners/simple.ts b/benchmark/runners/simple.ts
index 8706439e77..4d447a4c81 100644
--- a/benchmark/runners/simple.ts
+++ b/benchmark/runners/simple.ts
@@ -8,8 +8,8 @@
  * ```
  */
 
-import { logResult } from '../base-benchmark.js';
-import EcdsaBenchmark from '../samples/ecdsa.js';
+import { logResult } from '../benchmark.js';
+import EcdsaBenchmark from '../benchmarks/ecdsa.js';
 
 // Run all benchmarks
 const results = [...(await EcdsaBenchmark.run())];
diff --git a/benchmark/runners/with-cloud-history.ts b/benchmark/runners/with-cloud-history.ts
index 273c987e48..463a3c61b3 100644
--- a/benchmark/runners/with-cloud-history.ts
+++ b/benchmark/runners/with-cloud-history.ts
@@ -7,8 +7,8 @@
  * ```
  */
 
-import { logResult } from '../base-benchmark.js';
-import EcdsaBenchmark from '../samples/ecdsa.js';
+import { logResult } from '../benchmark.js';
+import EcdsaBenchmark from '../benchmarks/ecdsa.js';
 import {
   readPreviousResultFromInfluxDb,
   writeResultToInfluxDb,
diff --git a/benchmark/utils/influxdb-utils.ts b/benchmark/utils/influxdb-utils.ts
index 07d63f9aa2..089d39a2dd 100644
--- a/benchmark/utils/influxdb-utils.ts
+++ b/benchmark/utils/influxdb-utils.ts
@@ -4,7 +4,7 @@
 
 import { InfluxDB, Point } from '@influxdata/influxdb-client';
 import os from 'node:os';
-import { BenchmarkResult, calculateBounds } from '../base-benchmark.js';
+import { BenchmarkResult, calculateBounds } from '../benchmark.js';
 
 const INFLUXDB_CLIENT_OPTIONS = {
   url: process.env.INFLUXDB_URL,
diff --git a/package-lock.json b/package-lock.json
index f3d5c413f3..e94b7fdc43 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -9,7 +9,6 @@
       "version": "0.17.0",
       "license": "Apache-2.0",
       "dependencies": {
-        "@influxdata/influxdb-client": "^1.33.2",
         "blakejs": "1.2.1",
         "cachedir": "^2.4.0",
         "isomorphic-fetch": "^3.0.0",
@@ -21,6 +20,7 @@
         "snarky-run": "src/build/run.js"
       },
       "devDependencies": {
+        "@influxdata/influxdb-client": "^1.33.2",
         "@noble/hashes": "^1.3.2",
         "@playwright/test": "^1.25.2",
         "@types/isomorphic-fetch": "^0.0.36",
@@ -819,7 +819,8 @@
     "node_modules/@influxdata/influxdb-client": {
       "version": "1.33.2",
       "resolved": "https://registry.npmjs.org/@influxdata/influxdb-client/-/influxdb-client-1.33.2.tgz",
-      "integrity": "sha512-RT5SxH+grHAazo/YK3UTuWK/frPWRM0N7vkrCUyqVprDgQzlLP+bSK4ak2Jv3QVF/pazTnsxWjvtKZdwskV5Xw=="
+      "integrity": "sha512-RT5SxH+grHAazo/YK3UTuWK/frPWRM0N7vkrCUyqVprDgQzlLP+bSK4ak2Jv3QVF/pazTnsxWjvtKZdwskV5Xw==",
+      "dev": true
     },
     "node_modules/@istanbuljs/load-nyc-config": {
       "version": "1.1.0",
diff --git a/package.json b/package.json
index b32ebaded2..93fdc88923 100644
--- a/package.json
+++ b/package.json
@@ -69,6 +69,7 @@
   },
   "author": "O(1) Labs",
   "devDependencies": {
+    "@influxdata/influxdb-client": "^1.33.2",
     "@noble/hashes": "^1.3.2",
     "@playwright/test": "^1.25.2",
     "@types/isomorphic-fetch": "^0.0.36",
@@ -94,7 +95,6 @@
     "typescript": "5.1"
   },
   "dependencies": {
-    "@influxdata/influxdb-client": "^1.33.2",
     "blakejs": "1.2.1",
     "cachedir": "^2.4.0",
     "isomorphic-fetch": "^3.0.0",