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RAG & Knowledge Basesfree

F1 Race Winner Prediction Using Real-Time and Historical Data

by Cheng Siong ChinUpdated Aug 2026
RequiresOpenAIPostgresPostgresSlackGoogle SheetsGoogle Sheets
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ScSchedule TriggerSeWorkflow ConfigurationWorkflow Config…HRFetch Current F1 Season DataFetch Current F…HRFetch Driver StandingsFetch Driver St…HRFetch Constructor StandingsFetch Construct…CoMerge F1 DataAgF1 Prediction AgentF1 Prediction A…OpenAI Chat ModelOpenAI Chat Mod…HRReal-Time F1 News ToolReal-Time F1 Ne…HRWeather Data ToolWeather Data To…SeFormat Prediction OutputFormat Predicti…HRFetch Historical Race ResultsFetch Historica…HRFetch Qualifying ResultsFetch Qualifyin…HRFetch Circuit InformationFetch Circuit I…VSHistorical Data Vector StoreHistorical Data…OpenAI EmbeddingsOpenAI Embeddin…DDDocument LoaderTSRecursive Text SplitterRecursive Text …VSHistorical Data Retrieval ToolHistorical Data…CoCalculate Driver Performance MetricsCalculate Drive…IfCheck Prediction ConfidenceCheck Predictio…Store Prediction in DatabaseStore Predictio…Send High Confidence AlertSend High Confi…Log to Prediction TrackerLog to Predicti…AgAggregate Historical DataAggregate Histo…TCStatistical Analysis ToolStatistical Ana…OpenAI Embeddings1OpenAI Embeddin…123456789101112131415161718192021222324252627282930
1/5
STEPS · 30
Runs on a schedule

On a schedule, fetches F1 data via HTTP, predicts the race winner with an OpenAI agent and vector retrieval, then logs to Postgres, Slack, and Google Sheets.

Tags

cronadvancedOpenAIPostgresMiscellaneousAI Summarizationdiscoveredpending-review
Connects
OpenAIpostgresPostgresSlacksheetsGoogle Sheets
CategoryRAG & Knowledge Bases
Triggercron
Complexityadvanced
Nodes27
AddedJun 27, 2026