diff --git a/package-lock.json b/package-lock.json
index 3db4548b..27ca2ebe 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -207,6 +207,34 @@
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@@ -6056,6 +6084,306 @@
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+      "version": "1.5.0",
+      "resolved": "https://registry.npmjs.org/zod-error/-/zod-error-1.5.0.tgz",
+      "integrity": "sha512-zzopKZ/skI9iXpqCEPj+iLCKl9b88E43ehcU+sbRoHuwGd9F1IDVGQ70TyO6kmfiRL1g4IXkjsXK+g1gLYl4WQ==",
+      "license": "MIT",
+      "dependencies": {
+        "zod": "^3.20.2"
+      }
+    },
     "node_modules/zod-to-json-schema": {
       "version": "3.24.6",
       "license": "ISC",
@@ -28275,44 +30692,12 @@
         "node": "*"
       }
     },
-    "packages/mongodb-rag-core/node_modules/napi-build-utils": {
-      "version": "2.0.0",
-      "license": "MIT",
-      "optional": true,
-      "peer": true
-    },
     "packages/mongodb-rag-core/node_modules/node-addon-api": {
       "version": "7.1.1",
       "license": "MIT",
       "optional": true,
       "peer": true
     },
-    "packages/mongodb-rag-core/node_modules/prebuild-install": {
-      "version": "7.1.3",
-      "license": "MIT",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "detect-libc": "^2.0.0",
-        "expand-template": "^2.0.3",
-        "github-from-package": "0.0.0",
-        "minimist": "^1.2.3",
-        "mkdirp-classic": "^0.5.3",
-        "napi-build-utils": "^2.0.0",
-        "node-abi": "^3.3.0",
-        "pump": "^3.0.0",
-        "rc": "^1.2.7",
-        "simple-get": "^4.0.0",
-        "tar-fs": "^2.0.0",
-        "tunnel-agent": "^0.6.0"
-      },
-      "bin": {
-        "prebuild-install": "bin.js"
-      },
-      "engines": {
-        "node": ">=10"
-      }
-    },
     "packages/mongodb-rag-core/node_modules/pretty-format": {
       "version": "30.0.5",
       "dev": true,
@@ -28326,13 +30711,6 @@
         "node": "^18.14.0 || ^20.0.0 || ^22.0.0 || >=24.0.0"
       }
     },
-    "packages/mongodb-rag-core/node_modules/punycode": {
-      "version": "2.3.1",
-      "license": "MIT",
-      "engines": {
-        "node": ">=6"
-      }
-    },
     "packages/mongodb-rag-core/node_modules/pure-rand": {
       "version": "7.0.1",
       "dev": true,
diff --git a/packages/benchmarks/src/bin/mongoDbBenchmarkCli.ts b/packages/benchmarks/src/bin/mongoDbBenchmarkCli.ts
index c1c9dcb2..b2d05f59 100644
--- a/packages/benchmarks/src/bin/mongoDbBenchmarkCli.ts
+++ b/packages/benchmarks/src/bin/mongoDbBenchmarkCli.ts
@@ -1,4 +1,5 @@
 #!/usr/bin/env node
+import "dotenv/config";
 import { makeBenchmarkCli } from "../cli/benchmarkCli";
 import { BenchmarkCliConfig } from "../cli/BenchmarkConfig";
 import { MODELS } from "../benchmarkModels";
diff --git a/packages/benchmarks/src/quizQuestions/bin/loadBadgeQuizQuestions.ts b/packages/benchmarks/src/quizQuestions/bin/loadBadgeQuizQuestions.ts
index e9586564..a771da62 100644
--- a/packages/benchmarks/src/quizQuestions/bin/loadBadgeQuizQuestions.ts
+++ b/packages/benchmarks/src/quizQuestions/bin/loadBadgeQuizQuestions.ts
@@ -8,27 +8,94 @@ const testDataPath = path.resolve(__dirname, "..", "..", "..", "testData");
 const csvFileInPath = path.resolve(testDataPath, "badge-questions.csv");
 const jsonFileOutPath = path.resolve(testDataPath, "badge-questions.json");
 
+const ANSWER_COLUMNS = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H'];
+
+/**
+ * Validates and parses correct answers from the Answer column.
+ * Only accepts single letters (A-H) that correspond to available answer columns.
+ */
+const parseCorrectAnswers = (answerString: string | undefined, availableColumns: string[]): string[] => {
+  if (!answerString || typeof answerString !== 'string') {
+    return [];
+  }
+  // Split by comma or whitespace, trim, and filter out empty strings
+  const rawAnswers = answerString
+    .split(/[,\s]+/)
+    .map(answer => answer.trim())
+    .filter(Boolean);
+  // Validate that answers are single letters A-H that exist in available columns
+  const validAnswers = rawAnswers.filter(answer => {
+    return /^[A-H]$/.test(answer) && availableColumns.includes(answer);
+  });
+  return validAnswers;
+};
+
+/**
+ * Creates an array of answer objects for a quiz question.
+ * Each answer object contains the answer text, an isCorrect flag, and its label.
+ * Correctness is determined by matching the label (e.g., "A") against the correctAnswers array.
+ */
+const createAnswersArray = (
+  row: Record<string, string>, 
+  answerColumns: string[], 
+  correctAnswers: string[]
+): { answer: string; isCorrect: boolean; label: string }[] => {
+  const columnsWithContent = answerColumns.filter(label => row[label] && row[label].trim() !== "");
+  return columnsWithContent.map((label) => {
+    return {
+      answer: row[label] || "",
+      isCorrect: correctAnswers.includes(label),
+      label,
+    };
+  });
+};
+
+// TODO: this is a hack to get the tags for the questions, using the Skill Topic name. Revisit this to find a better way to tag all questions belonging to the same skill
+const assessmentNameToTagsMap = {
+  'MongoDB Aggregation Fundamentals': ['aggregation'],
+  'MongoDB Query Optimization Techniques': ['query'],
+  "From Relational Model (SQL) to MongoDB's Document Model": ['data_modeling'],
+  'MongoDB Schema Design Patterns and Antipatterns': ['data_modeling'],
+  'MongoDB Advanced Schema Design Patterns and Antipatterns': ['data_modeling'],
+  'MongoDB Schema Design Optimization': ['data_modeling'],
+  'Building AI Agents with MongoDB': ['gen_ai'],
+  'Building AI-Powered Search with MongoDB Vector Search': ['gen_ai'],
+  'Building RAG Apps Using MongoDB': ['gen_ai'],
+  'MongoDB Indexing Design Fundamentals': ['indexing'],
+  'Monitoring MongoDB with Built-in Tools': ['monitoring_tuning_and_automation'],
+  'Optimizing MongoDB Performance with Tuning Tools': ['monitoring_tuning_and_automation'],
+  'CRUD Operations in MongoDB': ['query'], 
+  'Search with MongoDB': ['search'],
+  'Securing MongoDB Atlas: Authentication & Authorization': ['security'],
+  'Securing MongoDB Self-Managed: Authentication & Authorization': ['security'],
+  'MongoDB Sharding Strategies': ['sharding'],
+  'Optimizing and Maintaining MongoDB Cluster Reliability': ['performance_at_scale'],
+};
+
 const parseCSV = async (filePath: string): Promise<QuizQuestionData[]> => {
   return new Promise((resolve, reject) => {
     const results: QuizQuestionData[] = [];
+    
     fs.createReadStream(filePath)
       .pipe(csv())
       .on("data", (row) => {
         try {
-          const answers = ["A", "B", "C", "D"].map((label, index) => ({
-            answer: row[label],
-            isCorrect: row.Answer === (index + 1).toString(),
-            label,
-          }));
-
+          const correctAnswers = parseCorrectAnswers(row.Answer, ANSWER_COLUMNS);
+          if (row.Answer && correctAnswers.length === 0) {
+            console.warn(`Warning: No valid answers found for question "${row["Question Text"]?.substring(0, 50)}...". Answer column: "${row.Answer}"`);
+          }
+          const assessmentName = row["Assessment"]?.trim();
+          const tags = assessmentName in assessmentNameToTagsMap 
+            ? assessmentNameToTagsMap[assessmentName as keyof typeof assessmentNameToTagsMap] 
+            : [];
           const questionData: QuizQuestionData = QuizQuestionDataSchema.parse({
             questionText: row["Question Text"],
-            title: row["Assessment"],
+            title: assessmentName,
             topicType: "badge", // Defaulting topic type
-            questionType: "singleCorrect", // Assuming single correct answer
-            answers,
+            questionType: correctAnswers.length >= 2 ? "multipleCorrect" : "singleCorrect",
+            answers: createAnswersArray(row, ANSWER_COLUMNS, correctAnswers),
             explanation: row["Reference"],
-            tags: row["tags"] ? row["tags"].split(",") : [],
+            tags: [...tags, ...(row["tags"] ? row["tags"].split(",") : [])],
           });
           questionData.tags = makeTags(questionData);
           results.push(questionData);
diff --git a/packages/benchmarks/src/quizQuestions/bin/makeTags.ts b/packages/benchmarks/src/quizQuestions/bin/makeTags.ts
index 8f42529f..7b30345c 100644
--- a/packages/benchmarks/src/quizQuestions/bin/makeTags.ts
+++ b/packages/benchmarks/src/quizQuestions/bin/makeTags.ts
@@ -1,9 +1,6 @@
-import mongoDbMetadata from "mongodb-rag-core/mongoDbMetadata";
+import { mongoDbProductNames, mongoDbTopics, mongoDbProgrammingLanguages } from "mongodb-rag-core/mongoDbMetadata";
 import { QuizQuestionData } from "../QuizQuestionData";
 
-const { mongoDbProductNames, mongoDbTopics, mongoDbProgrammingLanguages } =
-  mongoDbMetadata;
-
 const programmingLanguageTags = [
   ...mongoDbProgrammingLanguages
     .map((pl) => pl.id)
diff --git a/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityAllQuizQuestions.ts b/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityAllQuizQuestions.ts
index 95b91388..c96c6385 100644
--- a/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityAllQuizQuestions.ts
+++ b/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityAllQuizQuestions.ts
@@ -1,3 +1,4 @@
+import "../config";
 import { assertEnvVars, BRAINTRUST_ENV_VARS } from "mongodb-rag-core";
 import { getBraintrustExperimentResults } from "../../reporting/getBraintrustExperimentResults";
 import path from "path";
@@ -14,12 +15,46 @@ import { aggregateExperimentScoreMean } from "../../reporting/aggregateExperimen
 const { BRAINTRUST_API_KEY } = assertEnvVars(BRAINTRUST_ENV_VARS);
 const projectName = "mongodb-multiple-choice";
 const experiments = [
-  { experimentName: "mistral-large-2", model: "Mistral Large 2" },
-  { experimentName: "gemini-2-flash", model: "Gemini 2 Flash" },
-  { experimentName: "claude-35-sonnet-v2", model: "Claude 3.5 Sonnet v2" },
-  { experimentName: "llama-3.1-70b", model: "Llama 3.1 70B" },
-  { experimentName: "nova-pro-v1:0", model: "Nova Pro v1" },
-  { experimentName: "gpt-4o", model: "GPT-4o" },
+  {
+    model: "GPT 5",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-5&datasets=mdbu_quiz_all-ad20cb9f",
+  },
+  {
+    model: "GPT 5 Mini",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-5-mini&datasets=mdbu_quiz_all-ab823151",
+  },
+  {
+    model: "GPT 4o",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-4o&datasets=mdbu_quiz_all-80e9b77e",
+  },
+  {
+    model: "GPT 4o Mini",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-4o-mini&datasets=mdbu_quiz_all",
+  },
+  {
+    model: "Gemini 2.5 Pro",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gemini-2.5-pro&datasets=mdbu_quiz_all",
+  },
+  {
+    model: "Gemini 2.5 Flash",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gemini-2.5-flash&datasets=mdbu_quiz_all",
+  },
+  {
+    model: "Claude 4.1 Opus",
+    experimentName: "multiple_choice?experimentType=answer_question&model=claude-opus-4.1&datasets=mdbu_quiz_all",
+  },
+  {
+    model: "Claude 4 Sonnet",
+    experimentName: "multiple_choice?experimentType=answer_question&model=claude-sonnet-4&datasets=mdbu_quiz_all",
+  },
+  {
+    model: "Claude 3.7 Sonnet",
+    experimentName: "multiple_choice?experimentType=answer_question&model=claude-37-sonnet&datasets=mdbu_quiz_all",
+  },
+  {
+    model: "Mistral Large 2",
+    experimentName: "multiple_choice?experimentType=answer_question&model=mistral-large-2&datasets=mdbu_quiz_all",
+  },
 ];
 
 const basePathOut = path.resolve(__dirname, "..", "..", "..", "testData");
diff --git a/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityBadgeQuestionBenchmark.ts b/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityBadgeQuestionBenchmark.ts
index 7ef0aa93..95eab22c 100644
--- a/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityBadgeQuestionBenchmark.ts
+++ b/packages/benchmarks/src/quizQuestions/bin/reportMongoDbUniversityBadgeQuestionBenchmark.ts
@@ -1,3 +1,4 @@
+import "../config";
 import { BRAINTRUST_ENV_VARS } from "mongodb-rag-core";
 import { assertEnvVars } from "mongodb-rag-core";
 import {
@@ -19,56 +20,44 @@ const { BRAINTRUST_API_KEY } = assertEnvVars(BRAINTRUST_ENV_VARS);
 const projectName = "mongodb-multiple-choice";
 const experiments = [
   {
-    model: "GPT-4o",
-    experimentName: "gpt-4o-badge-631d3a9b",
+    model: "GPT 5",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-5&datasets=mdbu_quiz_badge-0bf72a0a",
   },
   {
-    model: "Claude 3.5 Sonnet v2",
-    experimentName: "claude-35-sonnet-v2-badge-cb743d9f",
+    model: "GPT 5 Mini",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-5-mini&datasets=mdbu_quiz_badge-7ed6151c",
   },
   {
-    model: "Claude 3.5 Sonnet",
-    experimentName: "claude-35-sonnet-badge-f3427e16",
+    model: "GPT 4o",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-4o&datasets=mdbu_quiz_badge-3de142aa",
   },
-  { model: "Gemini 2 Flash", experimentName: "gemini-2-flash-badge-76fea4f5" },
   {
-    model: "Claude 3.5 Haiku",
-    experimentName: "claude-35-haiku-badge-4f4d32bb",
+    model: "GPT 4o Mini",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gpt-4o-mini&datasets=mdbu_quiz_badge-470f00b2",
   },
-  { model: "Nova Pro v1", experimentName: "nova-pro-v1:0-badge-e76a0833" },
-  { model: "Llama 3.1 70B", experimentName: "llama-3.1-70b-badge-f2e28e86" },
-  { model: "Llama 3.2 90B", experimentName: "llama-3.2-90b-badge-81111f12" },
   {
-    model: "Claude 3.5 Haiku",
-    experimentName: "claude-35-haiku-badge-4f4d32bb",
+    model: "Gemini 2.5 Pro",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gemini-2.5-pro&datasets=mdbu_quiz_badge-9be5ad74",
   },
   {
-    model: "Gemini 1.5 Flash",
-    experimentName: "gemini-1.5-flash-002-badge-e0141bec",
+    model: "Gemini 2.5 Flash",
+    experimentName: "multiple_choice?experimentType=answer_question&model=gemini-2.5-flash&datasets=mdbu_quiz_badge-1cc693a9",
   },
-  { model: "Nova Lite v1", experimentName: "nova-lite-v1:0-badge-c896c5f3" },
-  { model: "Llama 3 70B", experimentName: "llama-3-70b-badge-54545f72" },
-  { model: "GPT-4o Mini", experimentName: "gpt-4o-mini-badge" },
   {
-    model: "Gemini 1.5 Pro",
-    experimentName: "gemini-1.5-pro-002-badge-fc8268f2",
+    model: "Claude 4.1 Opus",
+    experimentName: "multiple_choice?experimentType=answer_question&model=claude-opus-4.1&datasets=mdbu_quiz_badge-6308714f",
   },
   {
-    model: "GPT-35 Turbo 16k",
-    experimentName: "gpt-35-turbo-16k-badge-6282561d",
+    model: "Claude 4 Sonnet",
+    experimentName: "multiple_choice?experimentType=answer_question&model=claude-sonnet-4&datasets=mdbu_quiz_badge-98f0f3af",
   },
   {
-    model: "Gemini 1.0 Pro",
-    experimentName: "gemini-1.0-pro-002-badge-62c646b1",
+    model: "Claude 3.7 Sonnet",
+    experimentName: "multiple_choice?experimentType=answer_question&model=claude-37-sonnet&datasets=mdbu_quiz_badge-d9c09975",
   },
-  { model: "Nova Micro v1", experimentName: "nova-micro-v1:0-badge-e415a9d7" },
   {
     model: "Mistral Large 2",
-    experimentName: "mistral-large-2-badge-2526d48b",
-  },
-  {
-    model: "Claude 3 Sonnet",
-    experimentName: "claude-3-sonnet-badge-a8791d43",
+    experimentName: "multiple_choice?experimentType=answer_question&model=mistral-large-2&datasets=mdbu_quiz_badge-5aad3637",
   },
 ];
 
@@ -127,15 +116,52 @@ function createCsvHeaders(data: CsvData[]): CsvHeader[] {
   }));
 }
 
+/**
+Extracts model name from experiment name.
+The model name appears between "&model=" and "&datasets".
+@param experimentName The experiment name to extract model from.
+@returns The extracted model name.
+*/
+function extractModelName(experimentName: string): string {
+  const modelMatch = experimentName.match(/&model=([^&]+)&datasets/);
+  return modelMatch ? modelMatch[1] : 'unknown';
+}
+
+/**
+Type definition for detailed quiz results CSV data.
+*/
+type DetailedQuizResult = {
+  title: string;
+  questionText: string;
+  answers: string;
+  expected: string;
+  "Correct Count": number;
+  [key: string]: string | number; // Dynamic model columns and Correct Count
+};
+
 async function main() {
   const outputDir = path.join(basePathOut, "csv", "badge");
   ensureOutputDirectory(outputDir);
 
   const titleTags = [
-    "Relational to Document Model",
-    "Schema Patterns and Antipatterns",
-    "Schema Design Optimization",
-    "Advanced Schema Patterns and Antipatterns",
+    "MongoDB Aggregation Fundamentals",
+    "MongoDB Query Optimization Techniques",
+    "From Relational Model (SQL) to MongoDB's Document Model",
+    "MongoDB Schema Design Patterns and Antipatterns",
+    "MongoDB Advanced Schema Design Patterns and Antipatterns",
+    "MongoDB Schema Design Optimization",
+    "Building AI Agents with MongoDB",
+    "Building AI-Powered Search with MongoDB Vector Search",
+    "Building RAG Apps Using MongoDB",
+    "MongoDB Indexing Design Fundamentals",
+    "Monitoring MongoDB with Built-in Tools",
+    "Optimizing MongoDB Performance with Tuning Tools",
+    "CRUD Operations in MongoDB",
+    "Search with MongoDB",
+    "Securing MongoDB Atlas: Authentication & Authorization",
+    "Securing MongoDB Self-Managed: Authentication & Authorization",
+    "MongoDB Sharding Strategies",
+    "Optimizing and Maintaining MongoDB Cluster Reliability",
   ] as const;
 
   // Define a type for the quiz titles
@@ -148,6 +174,7 @@ async function main() {
   } & Partial<Record<QuizTitle, number>>;
 
   const experimentAggregates: ExperimentAggregate[] = [];
+  const detailedResults: DetailedQuizResult[] = [];
 
   // Process each experiment
   for (const { experimentName, model } of experiments) {
@@ -164,6 +191,39 @@ async function main() {
       apiKey: BRAINTRUST_API_KEY,
     });
 
+    // Extract model name from experiment name
+    const extractedModelName = extractModelName(experimentName);
+
+    // Process detailed results for the new CSV
+    results.forEach((result) => {
+      // Find existing detailed result or create new one
+      let detailedResult = detailedResults.find(
+        (dr) => 
+          dr.questionText === result.input.questionText &&
+          dr.expected === result.expected
+      );
+
+      if (!detailedResult) {
+        // Create new detailed result
+        detailedResult = {
+          title: result.metadata?.title || '',
+          questionText: result.input.questionText,
+          answers: JSON.stringify(result.input.answers),
+          expected: result.expected,
+          "Correct Count": 0,
+        };
+        detailedResults.push(detailedResult);
+      }
+
+      // Add the model's output to the detailed result
+      detailedResult[extractedModelName] = result.output || '';
+
+      // Add to correct count if this result is correct
+      if (result.scores?.CorrectQuizAnswer === 1) {
+        detailedResult["Correct Count"] += 1;
+      }
+    });
+
     // Add the quiz name as a tag if metadata.title is defined
     // Note: in the future we should do better tagging in advance to avoid hacks like this.
     const resultsWithQuizNameTag = results.map((result) => {
@@ -225,6 +285,13 @@ async function main() {
     createCsvHeaders(experimentAggregates),
     path.join(outputDir, "badge_quiz_question_experiment_aggregates.csv")
   );
+
+  // Write detailed quiz results to CSV
+  await writeDataToCsv(
+    detailedResults,
+    createCsvHeaders(detailedResults),
+    path.join(outputDir, "detailed_quiz_question_results.csv")
+  );
 }
 
 main().catch(console.error);
diff --git a/packages/benchmarks/src/quizQuestions/config.ts b/packages/benchmarks/src/quizQuestions/config.ts
index 23e4a625..9c066c8d 100644
--- a/packages/benchmarks/src/quizQuestions/config.ts
+++ b/packages/benchmarks/src/quizQuestions/config.ts
@@ -1,3 +1,4 @@
+import "dotenv/config";
 import { BenchmarkConfig } from "../cli/BenchmarkConfig";
 import { getQuizQuestionEvalCasesFromBraintrust } from "./getQuizQuestionEvalCasesFromBraintrust";
 import {