diff --git a/packages/core/src/chat.ts b/packages/core/src/chat.ts
index 7aa453aad..c49ad0455 100644
--- a/packages/core/src/chat.ts
+++ b/packages/core/src/chat.ts
@@ -785,7 +785,7 @@ async function choicesToLogitBias(
             disableFallback: true,
         })) || {}
     if (!encode) {
-        logWarn(
+        logVerbose(
             `unabled to compute logit bias, no token encoder found for ${model}`
         )
         trace.warn(
diff --git a/packages/sample/genaisrc/judge.genai.mts b/packages/sample/genaisrc/judge.genai.mts
new file mode 100644
index 000000000..4b50b5a4c
--- /dev/null
+++ b/packages/sample/genaisrc/judge.genai.mts
@@ -0,0 +1,80 @@
+/**
+ *
+ * @param task
+ * @param result
+ * @param categories
+ * @param options
+ * @returns
+ */
+async function judgeClassify(
+    task: Awaitable<string>,
+    result: Awaitable<string>,
+    categories: Record<string, string>,
+    options?: {
+        logprobs?: boolean
+        topLogprobs?: number
+        model?: ModelType
+        temperature?: number
+    }
+) {
+    const unknown = "unknown"
+    const unknownText =
+        "if you do not have enough information or certainty to categorize the result"
++
+    const choices = { ...categories, ...{ [unknown]: unknownText } }
+    const res = await runPrompt(
+        async (ctx) => {
+            ctx.$`## Task
+        You will be given a task description in <TASK> and a response from a chat bot in <RESULT>. 
+        Your task is to judge and classify <RESULT> according to the categories in <CATEGORY>.
+
+        - Rely exclusively on the information provided in the task and the response.
+        
+        ## Output
+        The output should start with the step-by-step explanation of the classification (one paragraph).
+        Finish the output with the category name on a single line, no other words.
+        `.role("system")
+            ctx.def("TASK", await task)
+            ctx.def("RESULT", await result)
+            ctx.def(
+                "CATEGORY",
+                Object.entries(choices)
+                    .map((kv) => `- ${kv[0]}: ${kv[1]}`)
+                    .join("\n")
+            )
+        },
+        {
+            system: ["system.output_plaintext", "system.safety_jailbreak"],
+            choices: Object.keys(choices),
+            logprobs: options?.logprobs,
+            topLogprobs: options?.topLogprobs,
+            temperature: options?.temperature || 0.1,
+            model: options?.model || "small",
+        }
+    )
+
+    // extract the classifiction
+   const category = Object.keys(choices)
+        .map((category) => ({
+            category,
+            l: res.text.lastIndexOf(category),
+        }))
+        .filter(({ l }) => l > -1)
+        .sort((a, b) => a.l - b.l)[0]?.category
+
+    const logprob = res.logprobs?.reverse().find((lp) => lp.token === category)
+    return {
+        category,
+        logprob,
+    }
+}
+
+const task = "Generate a funny joke."
+//const { text: result } = await runPrompt(task)
+let result = "Why did the tomato turn red? Because boo."
+
+const res = await judgeClassify(task, result, {
+    pass: "the joke was funny",
+    fail: "the joke was not funny",
+})
+console.log(res)