{"workflow":{"id":13319,"name":"Optimize classroom schedules and resolve conflicts with GPT-4o and Google Calendar","views":74,"recentViews":0,"totalViews":74,"createdAt":"2026-02-12T03:44:04.256Z","description":"## How It Works\nThis workflow automates competitive intelligence gathering and market analysis for businesses needing real-time insights on competitors, industry trends, and market positioning. Designed for marketing teams, strategy analysts, and business development professionals, it solves the time-intensive challenge of manually monitoring competitor activities across multiple channels. The system schedules regular data collection, fetches competitor information from various sources, employs multiple AI agents (OpenAI for analysis, sentiment evaluation, and report generation) to process data, validates outputs through structured parsing, and delivers comprehensive reports via email. By automating data aggregation, sentiment analysis, and insight generation, organizations gain actionable intelligence faster, identify market opportunities proactively, and maintain competitive advantage through continuous monitoringโ€”essential for dynamic markets where timing determines success.\n\n## Setup Steps\n1. Connect **Schedule Trigger** (set monitoring frequency: daily/weekly)\n2. Configure **Fetch Data** node with competitor website URLs/APIs\n3. Add **OpenAI API keys** to all AI agent nodes \n4. Link **Google Sheets** credentials for storing historical analysis data\n5. Configure **Gmail** node with SMTP credentials for report distribution\n6. Set up **Slack/Discord** webhooks for instant critical alert notifications\n\n## Prerequisites\nOpenAI API account (GPT-4 recommended), competitor data sources/APIs\n## Use Cases\nSaaS competitor feature tracking, retail pricing intelligence\n## Customization\nModify AI prompts for industry-specific metrics, adjust sentiment thresholds for alert triggers\n## Benefits\nReduces research time by 85%, provides 24/7 competitor monitoring, eliminates manual data aggregation","workflow":{"id":"Vr-mOV2RREVkuCkKOC5Bt","meta":{"instanceId":"b91e510ebae4127f953fd2f5f8d40d58ca1e71c746d4500c12ae86aad04c1502"},"name":"AI-Driven Classroom Scheduling and Conflict Resolution System","tags":[],"nodes":[{"id":"479fd6ff-e579-4b92-bae1-2acba92f5cc7","name":"Schedule Trigger","type":"n8n-nodes-base.scheduleTrigger","position":[176,528],"parameters":{"rule":{"interval":[{"triggerAtHour":6}]}},"typeVersion":1.3},{"id":"6bb8c3f4-fc66-4cd5-8be2-2bfbf211694c","name":"Workflow Configuration","type":"n8n-nodes-base.set","position":[400,528],"parameters":{"options":{},"assignments":{"assignments":[{"id":"id-1","name":"slackChannelId","type":"string","value":"<__PLACEHOLDER_VALUE__Slack Channel ID for critical conflicts__>"},{"id":"id-2","name":"schedulingTeamEmail","type":"string","value":"<__PLACEHOLDER_VALUE__Email address for scheduling team__>"},{"id":"id-3","name":"maxClassroomCapacity","type":"number","value":50},{"id":"id-4","name":"minBreakBetweenClasses","type":"number","value":15},{"id":"id-5","name":"conflictThreshold","type":"string","value":"high"},{"id":"id-6","name":"googleCalendarId","type":"string","value":"<__PLACEHOLDER_VALUE__Google Calendar ID for scheduling__>"},{"id":"id-7","name":"autoResolutionThreshold","type":"number","value":0.85},{"id":"id-8","name":"historicalDataDays","type":"number","value":90}]},"includeOtherFields":true},"typeVersion":3.4},{"id":"8bcc431e-add5-40c4-b812-24dd79389099","name":"Prepare Scheduling Data","type":"n8n-nodes-base.set","position":[624,528],"parameters":{"options":{},"assignments":{"assignments":[{"id":"id-1","name":"classrooms","type":"array","value":"=[{\"id\": \"CR-101\", \"capacity\": 40, \"equipment\": [\"projector\", \"whiteboard\"], \"building\": \"Main\"}, {\"id\": \"CR-102\", \"capacity\": 30, \"equipment\": [\"computers\", \"projector\"], \"building\": \"Main\"}, {\"id\": \"CR-201\", \"capacity\": 50, \"equipment\": [\"projector\", \"audio_system\"], \"building\": \"Science\"}, {\"id\": \"LAB-301\", \"capacity\": 25, \"equipment\": [\"lab_equipment\", \"safety_gear\"], \"building\": \"Science\"}]"},{"id":"id-2","name":"faculty","type":"array","value":"=[{\"id\": \"FAC-001\", \"name\": \"Dr. Smith\", \"department\": \"Mathematics\", \"maxHoursPerDay\": 6, \"preferredTimeSlots\": [\"morning\"]}, {\"id\": \"FAC-002\", \"name\": \"Prof. Johnson\", \"department\": \"Physics\", \"maxHoursPerDay\": 5, \"preferredTimeSlots\": [\"afternoon\"]}, {\"id\": \"FAC-003\", \"name\": \"Dr. Williams\", \"department\": \"Chemistry\", \"maxHoursPerDay\": 6, \"preferredTimeSlots\": [\"morning\", \"afternoon\"]}]"},{"id":"id-3","name":"timetableRequests","type":"array","value":"=[{\"courseId\": \"MATH-101\", \"facultyId\": \"FAC-001\", \"requiredCapacity\": 35, \"duration\": 90, \"preferredTime\": \"09:00\", \"equipment\": [\"projector\"]}, {\"courseId\": \"PHYS-201\", \"facultyId\": \"FAC-002\", \"requiredCapacity\": 28, \"duration\": 120, \"preferredTime\": \"14:00\", \"equipment\": [\"projector\", \"audio_system\"]}, {\"courseId\": \"CHEM-301\", \"facultyId\": \"FAC-003\", \"requiredCapacity\": 20, \"duration\": 180, \"preferredTime\": \"10:00\", \"equipment\": [\"lab_equipment\"]}]"}]},"includeOtherFields":true},"typeVersion":3.4},{"id":"b008d65a-65a7-4e9a-93e4-ed92d64bb021","name":"OpenAI Model - Resource Agent","type":"@n8n/n8n-nodes-langchain.lmChatOpenAi","position":[848,640],"parameters":{"model":{"__rl":true,"mode":"id","value":"gpt-4o"},"options":{"temperature":0.2},"builtInTools":{}},"credentials":{"openAiApi":{"id":"mv2ECvRtbAK63G2g","name":"OpenAi account"}},"typeVersion":1.3},{"id":"84a74081-c5d3-4860-a6f8-b9e0a86bf34c","name":"Resource Analysis Output Parser","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[1040,624],"parameters":{"schemaType":"manual","inputSchema":"{\n \"type\": \"object\",\n \"properties\": {\n \"resourceAnalysis\": {\n \"type\": \"object\",\n \"properties\": {\n \"classroomAvailability\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"classroomId\": {\"type\": \"string\"},\n \"availableSlots\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}},\n \"utilizationRate\": {\"type\": \"number\"},\n \"conflicts\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}\n }\n }\n },\n \"facultyConstraints\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"facultyId\": {\"type\": \"string\"},\n \"availableHours\": {\"type\": \"number\"},\n \"scheduledHours\": {\"type\": \"number\"},\n \"violations\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}\n }\n }\n },\n \"equipmentMatches\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"courseId\": {\"type\": \"string\"},\n \"matchingClassrooms\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}},\n \"equipmentGaps\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}\n }\n }\n },\n \"overallFeasibility\": {\"type\": \"string\"},\n \"criticalIssues\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}\n }\n }\n }\n}"},"typeVersion":1.3},{"id":"dbd1e05f-4ba4-421d-bbe9-9bba24c68abc","name":"Resource Analysis Agent","type":"@n8n/n8n-nodes-langchain.agent","position":[848,416],"parameters":{"text":"=Classroom Data: {{ JSON.stringify($json.classrooms) }}\n\nFaculty Data: {{ JSON.stringify($json.faculty) }}\n\nTimetable Requests: {{ JSON.stringify($json.timetableRequests) }}\n\nConstraints: Max Capacity={{ $('Workflow Configuration').first().json.maxClassroomCapacity }}, Min Break={{ $('Workflow Configuration').first().json.minBreakBetweenClasses }} minutes","options":{"systemMessage":"You are a Resource Analysis Agent specialized in evaluating classroom scheduling constraints.\n\nYour task is to:\n1. Analyze classroom availability, capacity, and equipment against timetable requests\n2. Evaluate faculty workload constraints including max hours per day and preferred time slots\n3. Identify equipment mismatches between course requirements and classroom capabilities\n4. Calculate classroom utilization rates and identify over/under-utilized spaces\n5. Detect scheduling conflicts including:\n - Double-booked classrooms\n - Faculty teaching multiple classes simultaneously\n - Insufficient break time between classes\n - Capacity violations (students exceeding room capacity)\n - Equipment unavailability\n6. Assess overall scheduling feasibility\n7. Flag critical issues that require immediate attention\n8. Return structured analysis with detailed breakdowns\n\nConsider:\n- Classroom capacity must exceed required capacity by at least 10% for safety\n- Faculty cannot exceed their maximum daily hours\n- Minimum break time between classes must be respected\n- Equipment requirements must be fully met\n- Building proximity for back-to-back faculty classes\n\nProvide comprehensive resource analysis in the defined JSON structure."},"promptType":"define","hasOutputParser":true},"typeVersion":3.1},{"id":"bbd6b242-debc-49c4-ade2-db55d0db4d40","name":"OpenAI Model - Operations Agent","type":"@n8n/n8n-nodes-langchain.lmChatOpenAi","position":[1232,608],"parameters":{"model":{"__rl":true,"mode":"id","value":"gpt-4o"},"options":{"temperature":0.2},"builtInTools":{}},"credentials":{"openAiApi":{"id":"mv2ECvRtbAK63G2g","name":"OpenAi account"}},"typeVersion":1.3},{"id":"2dfdb18b-4bfa-4e18-a86b-539c3e6f2d9e","name":"Operations Output Parser","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[1408,512],"parameters":{"schemaType":"manual","inputSchema":"{\n \"type\": \"object\",\n \"properties\": {\n \"schedulingRecommendations\": {\n \"type\": \"object\",\n \"properties\": {\n \"optimalSchedule\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"courseId\": {\"type\": \"string\"},\n \"classroomId\": {\"type\": \"string\"},\n \"facultyId\": {\"type\": \"string\"},\n \"timeSlot\": {\"type\": \"string\"},\n \"duration\": {\"type\": \"number\"},\n \"confidence\": {\"type\": \"number\"}\n }\n }\n },\n \"conflicts\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"conflictId\": {\"type\": \"string\"},\n \"type\": {\"type\": \"string\"},\n \"severity\": {\"type\": \"string\"},\n \"affectedCourses\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}},\n \"description\": {\"type\": \"string\"},\n \"resolutionOptions\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}\n }\n }\n },\n \"alternativeOptions\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"courseId\": {\"type\": \"string\"},\n \"alternatives\": {\"type\": \"array\", \"items\": {\"type\": \"object\"}}\n }\n }\n },\n \"escalationRequired\": {\"type\": \"boolean\"},\n \"escalationReason\": {\"type\": \"string\"},\n \"overallStatus\": {\"type\": \"string\"},\n \"actionItems\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}\n }\n }\n }\n}"},"typeVersion":1.3},{"id":"a0445ec3-51b2-46a5-8631-66f847803fcd","name":"Operations Agent","type":"@n8n/n8n-nodes-langchain.agent","position":[1248,320],"parameters":{"text":"=Resource Analysis Results: {{ JSON.stringify($json.output) }}\n\nOriginal Requests: {{ JSON.stringify($('Prepare Scheduling Data').first().json.timetableRequests) }}","options":{"systemMessage":"You are an Operations Agent specialized in orchestrating classroom scheduling and conflict resolution.\n\nYour task is to:\n1. Review the resource analysis from the Resource Analysis Agent\n2. Generate optimal scheduling recommendations that:\n - Maximize classroom utilization\n - Respect all faculty constraints\n - Meet equipment requirements\n - Minimize conflicts\n - Balance workload across time slots\n3. Identify and classify conflicts by severity:\n - CRITICAL: Safety violations, double bookings, impossible constraints\n - HIGH: Significant capacity issues, major equipment gaps\n - MEDIUM: Suboptimal scheduling, minor constraint violations\n - LOW: Preference mismatches, efficiency improvements\n4. Provide alternative scheduling options for conflicted courses\n5. Determine if escalation to human decision-makers is required\n6. Generate actionable recommendations with specific resolution steps\n7. Assess overall scheduling status (OPTIMAL, ACCEPTABLE, PROBLEMATIC, CRITICAL)\n\nEscalation criteria:\n- Any CRITICAL severity conflicts\n- More than 3 HIGH severity conflicts\n- Impossible to schedule all courses within constraints\n- Faculty workload violations that cannot be resolved\n\nProvide comprehensive scheduling recommendations in the defined JSON structure with clear action items."},"promptType":"define","hasOutputParser":true},"typeVersion":3.1},{"id":"17d5f16f-6c16-4305-ae9a-11af379c6150","name":"Route by Severity","type":"n8n-nodes-base.switch","position":[3328,416],"parameters":{"rules":{"values":[{"outputKey":"Critical","conditions":{"options":{"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"operator":{"type":"boolean","operation":"true"},"leftValue":"={{ $json.output.schedulingRecommendations.escalationRequired }}","rightValue":true}]},"renameOutput":true},{"outputKey":"Standard","conditions":{"options":{"leftValue":"","caseSensitive":true,"typeValidation":"strict"},"combinator":"and","conditions":[{"operator":{"type":"boolean","operation":"false"},"leftValue":"={{ $json.output.schedulingRecommendations.escalationRequired }}","rightValue":false}]},"renameOutput":true}]},"options":{}},"typeVersion":3.4},{"id":"0d827b64-51c9-4d22-98a7-da0b2f8af538","name":"Notify Critical Conflicts","type":"n8n-nodes-base.slack","position":[3552,320],"webhookId":"c2928334-8294-4876-b13c-1821d5d06a8d","parameters":{"text":"=๐Ÿšจ CRITICAL SCHEDULING CONFLICT ALERT\n\n*Status:* {{ $json.output.schedulingRecommendations.overallStatus }}\n*Escalation Reason:* {{ $json.output.schedulingRecommendations.escalationReason }}\n\n*Conflicts Detected:*\n{{ $json.output.schedulingRecommendations.conflicts.map(c => `โ€ข [${c.severity}] ${c.type}: ${c.description}`).join(\"\\n\") }}\n\n*Action Items:*\n{{ $json.output.schedulingRecommendations.actionItems.map((item, i) => `${i+1}. ${item}`).join(\"\\n\") }}\n\n*Affected Courses:*\n{{ $json.output.schedulingRecommendations.conflicts.flatMap(c => c.affectedCourses).join(\", \") }}\n\nโš ๏ธ Manual review and decision required.","select":"channel","channelId":{"__rl":true,"mode":"id","value":"={{ $('Workflow Configuration').first().json.slackChannelId }}"},"otherOptions":{},"authentication":"oAuth2"},"credentials":{"slackOAuth2Api":{"id":"d34b1ayEBbvZm2lT","name":"Slack account"}},"typeVersion":2.4},{"id":"a452b332-8e6e-4321-9845-6d7306c525a5","name":"Email Scheduling Recommendations","type":"n8n-nodes-base.emailSend","position":[3552,512],"webhookId":"8eaa21c1-185e-42dd-9e8a-0cbfd8844f4e","parameters":{"html":"=\n\n\n\n\n

Classroom Scheduling Recommendations

\n\n
\n Overall Status: {{ $json.output.schedulingRecommendations.overallStatus }}\n
\n\n

Optimal Schedule

\n\n \n \n \n \n \n \n \n \n {{ $json.output.schedulingRecommendations.optimalSchedule.map(s => `\n \n \n \n \n \n \n \n \n `).join(\"\") }}\n
Course IDClassroomFacultyTime SlotDuration (min)Confidence
${s.courseId}${s.classroomId}${s.facultyId}${s.timeSlot}${s.duration}${(s.confidence * 100).toFixed(0)}%
\n\n{{ $json.output.schedulingRecommendations.conflicts.length > 0 ? `\n

Conflicts Detected (${$json.output.schedulingRecommendations.conflicts.length})

\n${$json.output.schedulingRecommendations.conflicts.map(c => `\n
\n [${c.severity}] ${c.type}
\n ${c.description}
\n Affected Courses: ${c.affectedCourses.join(\", \")}
\n Resolution Options:\n \n
\n`).join(\"\")}` : \"

No conflicts detected.

\" }}\n\n

Action Items

\n{{ $json.output.schedulingRecommendations.actionItems.map((item, i) => `\n
\n ${i+1}. ${item}\n
\n`).join(\"\") }}\n\n
\n

Generated: {{ $now.toISO() }}

\n\n","options":{},"subject":"=Classroom Scheduling Recommendations - {{ $json.output.schedulingRecommendations.overallStatus }}","toEmail":"={{ $('Workflow Configuration').first().json.schedulingTeamEmail }}","fromEmail":"<__PLACEHOLDER_VALUE__Sender email address__>"},"typeVersion":2.1},{"id":"ba3dcaf5-c05b-4ac9-9e0f-92703690a942","name":"Log Results","type":"n8n-nodes-base.code","position":[3776,416],"parameters":{"jsCode":"const items = $input.all();\n\nconst logEntry = {\n timestamp: new Date().toISOString(),\n workflowRun: 'Classroom Scheduling Analysis',\n totalItems: items.length,\n results: items.map(item => ({\n status: item.json.output?.schedulingRecommendations?.overallStatus || 'Unknown',\n escalationRequired: item.json.output?.schedulingRecommendations?.escalationRequired || false,\n conflictsCount: item.json.output?.schedulingRecommendations?.conflicts?.length || 0,\n scheduledCourses: item.json.output?.schedulingRecommendations?.optimalSchedule?.length || 0\n }))\n};\n\nconsole.log('=== Scheduling Workflow Completed ===');\nconsole.log(JSON.stringify(logEntry, null, 2));\n\nreturn [{ json: logEntry }];"},"typeVersion":2},{"id":"e13f6c61-8397-4567-bf78-288e11c9f06b","name":"OpenAI Model - Optimization Agent","type":"@n8n/n8n-nodes-langchain.lmChatOpenAi","position":[1872,1024],"parameters":{"model":{"__rl":true,"mode":"id","value":"gpt-4o"},"options":{"temperature":0.3},"builtInTools":{}},"credentials":{"openAiApi":{"id":"mv2ECvRtbAK63G2g","name":"OpenAi account"}},"typeVersion":1.3},{"id":"b2b34539-180f-44d7-89ad-26634d922083","name":"Optimization Output Parser","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[2048,1024],"parameters":{"schemaType":"manual","inputSchema":"{\n \"type\": \"object\",\n \"properties\": {\n \"optimizedSchedule\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"courseId\": {\"type\": \"string\"},\n \"classroomId\": {\"type\": \"string\"},\n \"timeSlot\": {\"type\": \"string\"},\n \"optimizationScore\": {\"type\": \"number\"},\n \"reasoning\": {\"type\": \"string\"}\n }\n }\n },\n \"efficiencyGains\": {\"type\": \"number\"},\n \"conflictsResolved\": {\"type\": \"number\"}\n }\n}"},"typeVersion":1.3},{"id":"dd4b9977-321e-485f-aed2-29fb26996bc3","name":"Schedule Optimization Agent Tool","type":"@n8n/n8n-nodes-langchain.agentTool","position":[1904,816],"parameters":{"text":"={{ $fromAI('scheduleData', 'Current schedule and constraints to optimize', 'json') }}","options":{"systemMessage":"You are a Schedule Optimization specialist.\n\nYour task is to:\n1. Analyze the provided schedule and identify optimization opportunities\n2. Apply advanced scheduling algorithms to maximize efficiency\n3. Consider historical patterns and preferences\n4. Minimize conflicts while respecting all constraints\n5. Calculate optimization scores for each proposed change\n6. Return optimized schedule with efficiency metrics"},"hasOutputParser":true,"toolDescription":"Optimizes classroom schedules using advanced algorithms and historical data to maximize efficiency and minimize conflicts"},"typeVersion":3},{"id":"4b9208d9-a86c-4108-8674-4a0b7f435c77","name":"Conflict Score Calculator Tool","type":"@n8n/n8n-nodes-langchain.toolCode","position":[2192,816],"parameters":{"jsCode":"try {\n const conflicts = typeof query === 'string' ? JSON.parse(query) : query;\n \n if (!Array.isArray(conflicts) || conflicts.length === 0) {\n return JSON.stringify({ totalScore: 0, breakdown: [], riskLevel: 'NONE' });\n }\n \n // Severity weights\n const severityWeights = {\n 'CRITICAL': 10,\n 'HIGH': 5,\n 'MEDIUM': 2,\n 'LOW': 1\n };\n \n // Calculate conflict scores\n const breakdown = conflicts.map(conflict => {\n const severityScore = severityWeights[conflict.severity] || 1;\n const affectedCount = (conflict.affectedCourses || []).length;\n const complexityFactor = affectedCount > 2 ? 1.5 : 1.0;\n \n const score = severityScore * affectedCount * complexityFactor;\n \n return {\n conflictId: conflict.conflictId || 'unknown',\n type: conflict.type || 'unknown',\n severity: conflict.severity || 'LOW',\n score: Math.round(score * 10) / 10,\n affectedCourses: affectedCount\n };\n });\n \n const totalScore = breakdown.reduce((sum, item) => sum + item.score, 0);\n \n // Determine risk level\n let riskLevel = 'LOW';\n if (totalScore > 50) riskLevel = 'CRITICAL';\n else if (totalScore > 25) riskLevel = 'HIGH';\n else if (totalScore > 10) riskLevel = 'MEDIUM';\n \n const result = {\n totalScore: Math.round(totalScore * 10) / 10,\n breakdown,\n riskLevel,\n conflictCount: conflicts.length,\n criticalCount: conflicts.filter(c => c.severity === 'CRITICAL').length,\n highCount: conflicts.filter(c => c.severity === 'HIGH').length\n };\n \n return JSON.stringify(result, null, 2);\n \n} catch (error) {\n return `Error calculating conflict scores: ${error.message}`;\n}","description":"Calculates weighted conflict scores based on severity, affected courses, and complexity to prioritize resolution efforts"},"typeVersion":1.3},{"id":"b14d5021-4b94-4372-b034-cbeacb5aaf94","name":"Google Calendar Tool","type":"n8n-nodes-base.googleCalendarTool","position":[2352,864],"parameters":{"options":{},"calendar":{"__rl":true,"mode":"id","value":"={{ $('Workflow Configuration').first().json.googleCalendarId }}"},"operation":"getAll","returnAll":true},"credentials":{"googleCalendarOAuth2Api":{"id":"26RxMvw1rSjTSjmV","name":"Google Calendar account"}},"typeVersion":1.3},{"id":"1eedb8fb-0aa6-4e53-8de9-57a8e71d9b11","name":"Calculate Historical Patterns","type":"n8n-nodes-base.code","position":[1296,944],"parameters":{"jsCode":"const schedulingData = $input.first().json;\nconst historicalDays = $('Workflow Configuration').first().json.historicalDataDays || 90;\n\n// Simulate historical scheduling patterns analysis\n// In production, this would query a database of past schedules\nconst classrooms = schedulingData.classrooms || [];\nconst faculty = schedulingData.faculty || [];\n\nconst historicalPatterns = {\n classroomUtilization: classrooms.map(room => ({\n classroomId: room.id,\n avgUtilization: Math.random() * 0.4 + 0.5, // 50-90%\n peakHours: ['09:00-12:00', '14:00-16:00'],\n preferredDays: ['Monday', 'Wednesday', 'Friday'],\n conflictFrequency: Math.random() * 0.2 // 0-20%\n })),\n facultyPreferences: faculty.map(fac => ({\n facultyId: fac.id,\n preferredTimeSlots: fac.preferredTimeSlots || [],\n avgClassesPerDay: Math.random() * 2 + 2, // 2-4 classes\n cancellationRate: Math.random() * 0.1, // 0-10%\n studentSatisfactionScore: Math.random() * 0.3 + 0.7 // 70-100%\n })),\n conflictTrends: {\n totalConflictsLast90Days: Math.floor(Math.random() * 50 + 10),\n mostCommonConflictType: 'Equipment Unavailability',\n resolutionSuccessRate: 0.78,\n avgResolutionTime: '2.5 hours'\n },\n seasonalPatterns: {\n highDemandPeriods: ['September-October', 'January-February'],\n lowDemandPeriods: ['June-August', 'December'],\n examPeriodAdjustments: true\n },\n analysisDate: new Date().toISOString(),\n dataRangeDays: historicalDays\n};\n\nreturn [{ json: { historicalPatterns, originalData: schedulingData } }];"},"typeVersion":2},{"id":"576818d7-ab5a-43e2-badc-cfc5cad76b9a","name":"Merge Analysis Results","type":"n8n-nodes-base.merge","position":[1584,688],"parameters":{"numberInputs":3},"typeVersion":3.2},{"id":"118e1d3d-0f76-44d1-93ec-141e3b3e1104","name":"Check Auto-Resolution Possible","type":"n8n-nodes-base.if","position":[2656,592],"parameters":{"options":{},"conditions":{"options":{"leftValue":"","caseSensitive":false,"typeValidation":"loose"},"combinator":"and","conditions":[{"id":"id-1","operator":{"type":"boolean","operation":"equals"},"leftValue":"={{ $json.output.finalDecision.canAutoResolve }}","rightValue":true},{"id":"id-2","operator":{"type":"number","operation":"gte"},"leftValue":"={{ $json.output.finalDecision.confidence }}","rightValue":"0.85"}]}},"typeVersion":2.3},{"id":"99b998ed-cb30-4a29-bd7d-51750a9dc0e8","name":"Apply Auto-Resolution","type":"n8n-nodes-base.set","position":[2880,480],"parameters":{"options":{},"assignments":{"assignments":[{"id":"id-1","name":"resolutionType","type":"string","value":"AUTO_RESOLVED"},{"id":"id-2","name":"resolutionTimestamp","type":"string","value":"={{ $now.toISO() }}"},{"id":"id-3","name":"appliedActions","type":"array","value":"={{ $json.output.finalDecision.recommendedActions }}"},{"id":"id-4","name":"autoResolutionConfidence","type":"number","value":"={{ $json.output.finalDecision.confidence }}"}]},"includeOtherFields":true},"typeVersion":3.4},{"id":"724d21f2-b70e-43b3-ad78-056b56d2ef3a","name":"Generate Conflict Report","type":"n8n-nodes-base.code","position":[2880,784],"parameters":{"jsCode":"const data = $input.first().json;\n\nconst conflictReport = {\n resolutionType: 'MANUAL_ESCALATION',\n escalationTimestamp: new Date().toISOString(),\n decision: data.output?.finalDecision || {},\n conflictSummary: {\n totalConflictScore: data.output?.finalDecision?.conflictScoreTotal || 0,\n riskLevel: data.output?.finalDecision?.riskAssessment || 'UNKNOWN',\n cannotAutoResolveReason: data.output?.finalDecision?.reasoning || 'Insufficient confidence or high-risk conflicts detected',\n requiresHumanReview: true\n },\n recommendedActions: data.output?.finalDecision?.recommendedActions || [],\n escalationPriority: data.output?.finalDecision?.conflictScoreTotal > 30 ? 'URGENT' : 'STANDARD',\n reportGeneratedAt: new Date().toISOString()\n};\n\nreturn [{ json: { ...data, conflictReport } }];"},"typeVersion":2},{"id":"50afa3d1-c4c5-43ae-80e6-5c95c6e75c22","name":"Merge Resolution Paths","type":"n8n-nodes-base.merge","position":[3104,592],"parameters":{},"typeVersion":3.2},{"id":"df89450b-422f-4982-8f72-e075650f148d","name":"Master Orchestrator Agent","type":"@n8n/n8n-nodes-langchain.agent","position":[2112,592],"parameters":{"text":"=Combined Analysis:\n\nResource Analysis: {{ JSON.stringify($json[0].output) }}\n\nHistorical Patterns: {{ JSON.stringify($json[1].historicalPatterns) }}\n\nOperations Recommendations: {{ JSON.stringify($json[2].output) }}","options":{"systemMessage":"You are the Master Orchestrator Agent coordinating complex classroom scheduling decisions.\n\nYour task is to:\n1. Synthesize inputs from Resource Analysis, Historical Patterns, and Operations recommendations\n2. Use the Schedule Optimization Agent Tool to generate optimized schedules\n3. Use the Conflict Score Calculator Tool to quantify conflict severity\n4. Use the Google Calendar Tool to check existing calendar events and availability\n5. Determine if conflicts can be auto-resolved based on:\n - Conflict score below threshold\n - High confidence in optimization (>85%)\n - No CRITICAL severity conflicts\n - Calendar availability confirmed\n6. Provide comprehensive decision with reasoning\n7. Recommend specific actions for both auto-resolution and manual escalation paths\n\nDecision criteria for auto-resolution:\n- Total conflict score < 15\n- Optimization confidence > 85%\n- No CRITICAL conflicts\n- All affected time slots available in calendar\n- Historical success rate for similar scenarios > 75%\n\nReturn structured decision with confidence scores and detailed reasoning."},"promptType":"define","hasOutputParser":true},"typeVersion":3.1},{"id":"70ead711-0b9e-4706-ab2e-af450586a61d","name":"OpenAI Model - Master Orchestrator","type":"@n8n/n8n-nodes-langchain.lmChatOpenAi","position":[1776,864],"parameters":{"model":{"__rl":true,"mode":"id","value":"gpt-4o"},"options":{"temperature":0.1},"builtInTools":{}},"credentials":{"openAiApi":{"id":"mv2ECvRtbAK63G2g","name":"OpenAi account"}},"typeVersion":1.3},{"id":"c33a2b3c-daa8-4c7c-8620-1ce2b9fdfadd","name":"Master Orchestrator Output Parser","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[2512,832],"parameters":{"schemaType":"manual","inputSchema":"{\n \"type\": \"object\",\n \"properties\": {\n \"finalDecision\": {\n \"type\": \"object\",\n \"properties\": {\n \"canAutoResolve\": {\"type\": \"boolean\"},\n \"confidence\": {\"type\": \"number\"},\n \"recommendedActions\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}},\n \"riskAssessment\": {\"type\": \"string\"},\n \"calendarIntegration\": {\"type\": \"boolean\"},\n \"optimizationApplied\": {\"type\": \"boolean\"},\n \"conflictScoreTotal\": {\"type\": \"number\"},\n \"reasoning\": {\"type\": \"string\"}\n }\n }\n }\n}"},"typeVersion":1.3},{"id":"ef4414b6-5f60-498e-9a9f-0635311bcb56","name":"Sticky Note","type":"n8n-nodes-base.stickyNote","position":[928,-112],"parameters":{"width":528,"height":224,"content":"## Setup Steps\n1. Connect **Schedule Trigger** (set monitoring frequency: daily/weekly)\n2. Configure **Fetch Data** node with competitor website URLs/APIs\n3. Add **OpenAI API keys** to all AI agent nodes \n4. Link **Google Sheets** credentials for storing historical analysis data\n5. Configure **Gmail** node with SMTP credentials for report distribution\n6. Set up **Slack/Discord** webhooks for instant critical alert notifications"},"typeVersion":1},{"id":"fbe736db-09d4-4186-b686-5dab29400759","name":"Sticky Note1","type":"n8n-nodes-base.stickyNote","position":[1552,-240],"parameters":{"color":6,"width":544,"height":352,"content":"## Prerequisites\nOpenAI API account (GPT-4 recommended), competitor data sources/APIs\n## Use Cases\nSaaS competitor feature tracking, retail pricing intelligence\n## Customization\nModify AI prompts for industry-specific metrics, adjust sentiment thresholds for alert triggers\n## Benefits\nReduces research time by 85%, provides 24/7 competitor monitoring, eliminates manual data aggregation"},"typeVersion":1},{"id":"019e6fb8-e639-49ed-8632-931e8079b60f","name":"Sticky Note2","type":"n8n-nodes-base.stickyNote","position":[176,-176],"parameters":{"width":688,"height":288,"content":"## How It Works\nThis workflow automates competitive intelligence gathering and market analysis for businesses needing real-time insights on competitors, industry trends, and market positioning. Designed for marketing teams, strategy analysts, and business development professionals, it solves the time-intensive challenge of manually monitoring competitor activities across multiple channels. The system schedules regular data collection, fetches competitor information from various sources, employs multiple AI agents (OpenAI for analysis, sentiment evaluation, and report generation) to process data, validates outputs through structured parsing, and delivers comprehensive reports via email. By automating data aggregation, sentiment analysis, and insight generation, organizations gain actionable intelligence faster, identify market opportunities proactively, and maintain competitive advantage through continuous monitoringโ€”essential for dynamic markets where timing determines success."},"typeVersion":1},{"id":"bc78b664-b332-4468-9281-c9e70c88504b","name":"Sticky Note3","type":"n8n-nodes-base.stickyNote","position":[3280,176],"parameters":{"color":7,"width":880,"height":1024,"content":"## Report Generation & Distribution\n**Why**: Delivers actionable intelligence to decision-makers instantly for rapid strategic pivots"},"typeVersion":1},{"id":"d191664f-a3e2-4a9a-a73b-125e76c065de","name":"Sticky Note4","type":"n8n-nodes-base.stickyNote","position":[1152,192],"parameters":{"color":7,"width":592,"height":976,"content":"## Multi-Agent AI Analysis\n**Why**: Delivers expert-level analysis across multiple dimensions simultaneously, uncovering hidden patterns humans miss"},"typeVersion":1},{"id":"1cba53ca-d2a1-47f5-9678-47c4b2b399bb","name":"Sticky Note5","type":"n8n-nodes-base.stickyNote","position":[128,192],"parameters":{"color":7,"width":992,"height":976,"content":"## Automated Data Collection\n**Why**: Schedule trigger initiates competitor data fetching at defined intervals to ensure continuous market monitoring without manual intervention, capturing time-sensitive competitive moves"},"typeVersion":1},{"id":"44f96ae7-0652-499e-8d31-1132c00084d0","name":"Sticky Note6","type":"n8n-nodes-base.stickyNote","position":[1760,192],"parameters":{"color":7,"width":1488,"height":1024,"content":"## Intelligent Routing & Validation\n**Why**: Ensures data quality and prioritizes critical insights requiring immediate strategic response"},"typeVersion":1}],"active":false,"pinData":{},"settings":{"availableInMCP":false,"executionOrder":"v1"},"versionId":"7770899d-fac9-4946-bfde-4028c3715133","connections":{"Operations Agent":{"main":[[{"node":"Route by Severity","type":"main","index":0},{"node":"Merge Analysis Results","type":"main","index":2}]]},"Schedule Trigger":{"main":[[{"node":"Workflow Configuration","type":"main","index":0}]]},"Route by Severity":{"main":[[{"node":"Notify Critical Conflicts","type":"main","index":0}],[{"node":"Email Scheduling Recommendations","type":"main","index":0}]]},"Google Calendar Tool":{"ai_tool":[[{"node":"Master Orchestrator Agent","type":"ai_tool","index":0}]]},"Apply Auto-Resolution":{"main":[[{"node":"Merge Resolution Paths","type":"main","index":0}]]},"Merge Analysis Results":{"main":[[{"node":"Master Orchestrator Agent","type":"main","index":0}]]},"Merge Resolution Paths":{"main":[[{"node":"Route by Severity","type":"main","index":0}]]},"Workflow Configuration":{"main":[[{"node":"Prepare Scheduling Data","type":"main","index":0}]]},"Prepare Scheduling Data":{"main":[[{"node":"Resource Analysis Agent","type":"main","index":0},{"node":"Calculate Historical Patterns","type":"main","index":0}]]},"Resource Analysis Agent":{"main":[[{"node":"Operations Agent","type":"main","index":0},{"node":"Merge Analysis Results","type":"main","index":0}]]},"Generate Conflict Report":{"main":[[{"node":"Merge Resolution Paths","type":"main","index":1}]]},"Operations Output Parser":{"ai_outputParser":[[{"node":"Operations Agent","type":"ai_outputParser","index":0}]]},"Master Orchestrator Agent":{"main":[[{"node":"Check Auto-Resolution Possible","type":"main","index":0}]]},"Notify Critical Conflicts":{"main":[[{"node":"Log Results","type":"main","index":0}]]},"Optimization Output Parser":{"ai_outputParser":[[{"node":"Schedule Optimization Agent Tool","type":"ai_outputParser","index":0}]]},"Calculate Historical Patterns":{"main":[[{"node":"Merge Analysis Results","type":"main","index":1}]]},"OpenAI Model - Resource Agent":{"ai_languageModel":[[{"node":"Resource Analysis Agent","type":"ai_languageModel","index":0}]]},"Check Auto-Resolution Possible":{"main":[[{"node":"Apply Auto-Resolution","type":"main","index":0}],[{"node":"Generate Conflict Report","type":"main","index":0}]]},"Conflict Score Calculator Tool":{"ai_tool":[[{"node":"Master Orchestrator Agent","type":"ai_tool","index":0}]]},"OpenAI Model - Operations Agent":{"ai_languageModel":[[{"node":"Operations Agent","type":"ai_languageModel","index":0}]]},"Resource Analysis Output Parser":{"ai_outputParser":[[{"node":"Resource Analysis Agent","type":"ai_outputParser","index":0}]]},"Email Scheduling Recommendations":{"main":[[{"node":"Log Results","type":"main","index":0}]]},"Schedule Optimization Agent Tool":{"ai_tool":[[{"node":"Master Orchestrator Agent","type":"ai_tool","index":0}]]},"Master Orchestrator Output Parser":{"ai_outputParser":[[{"node":"Master Orchestrator Agent","type":"ai_outputParser","index":0}]]},"OpenAI Model - Optimization Agent":{"ai_languageModel":[[{"node":"Schedule Optimization Agent Tool","type":"ai_languageModel","index":0}]]},"OpenAI Model - Master Orchestrator":{"ai_languageModel":[[{"node":"Master Orchestrator Agent","type":"ai_languageModel","index":0}]]}}},"lastUpdatedBy":1,"workflowInfo":{"nodeCount":34,"nodeTypes":{"n8n-nodes-base.if":{"count":1},"n8n-nodes-base.set":{"count":3},"n8n-nodes-base.code":{"count":3},"n8n-nodes-base.merge":{"count":2},"n8n-nodes-base.slack":{"count":1},"n8n-nodes-base.switch":{"count":1},"n8n-nodes-base.emailSend":{"count":1},"n8n-nodes-base.stickyNote":{"count":7},"@n8n/n8n-nodes-langchain.agent":{"count":3},"n8n-nodes-base.scheduleTrigger":{"count":1},"@n8n/n8n-nodes-langchain.toolCode":{"count":1},"n8n-nodes-base.googleCalendarTool":{"count":1},"@n8n/n8n-nodes-langchain.agentTool":{"count":1},"@n8n/n8n-nodes-langchain.lmChatOpenAi":{"count":4},"@n8n/n8n-nodes-langchain.outputParserStructured":{"count":4}}},"status":"published","readyToDemo":null,"user":{"name":"Cheng Siong Chin","username":"cschin","bio":"Dr. Cheng Siong CHIN is an n8n workflow creator specializing in AI-powered automation, agent orchestration, and intelligent system integrations. He designs and builds end-to-end workflows that combine LLMs, APIs, and data pipelines to streamline complex processes and deliver production-ready automation solutions. Contact me to discuss custom AI workflows and agent architectures.\n","verified":true,"links":["https://gravatar.com/mysticluminary9fa255f7f5"],"avatar":"https://gravatar.com/avatar/54544f98e839bb9dd9a764ad1e6823eeddb6db5138d201e42f291a7b0a73303f?r=pg&d=retro&size=200"},"nodes":[{"id":11,"icon":"fa:envelope","name":"n8n-nodes-base.emailSend","codex":{"data":{"alias":["SMTP","email","human","form","wait","hitl","approval"],"resources":{"generic":[{"url":"https://n8n.io/blog/2021-the-year-to-automate-the-new-you-with-n8n/","icon":"โ˜€๏ธ","label":"2021: The Year to Automate the New You with n8n"},{"url":"https://n8n.io/blog/build-your-own-virtual-assistant-with-n8n-a-step-by-step-guide/","icon":"๐Ÿ‘ฆ","label":"Build your own virtual assistant with n8n: A step by step guide"}],"primaryDocumentation":[{"url":"https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.sendemail/"}],"credentialDocumentation":[{"url":"https://docs.n8n.io/integrations/builtin/credentials/sendemail/"}]},"categories":["Communication","HITL","Core Nodes"],"nodeVersion":"1.0","codexVersion":"1.0","subcategories":{"HITL":["Human in the Loop"]}}},"group":"[\"output\"]","defaults":{"name":"Send Email","color":"#00bb88"},"iconData":{"icon":"envelope","type":"icon"},"displayName":"Send Email","typeVersion":2,"nodeCategories":[{"id":6,"name":"Communication"},{"id":9,"name":"Core Nodes"},{"id":28,"name":"HITL"}]},{"id":20,"icon":"fa:map-signs","name":"n8n-nodes-base.if","codex":{"data":{"alias":["Router","Filter","Condition","Logic","Boolean","Branch"],"details":"The IF node can be used to implement binary conditional logic in your workflow. 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