ProdSurf
Co-founder and CTO
AnAIfeedback-analysisagentforproductmanagers.PMsuploadcustomerdatasuchassupporttickets,NPSresponses,reviews,andresearchdocs,andreceiveranked,evidence-backedfeaturebriefswhereeveryclaimistraceabletoasourcerecord.
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Solo-architectedandbuilttheentireproductonaTypeScriptmonorepousingTurborepo,Next.js15,Neon,Prisma,Inngest,andtheAnthropicSDK.
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Designedamulti-passLLMpipelinethatclassifiesthousandsoffeedbackrecordsthroughbatchedinference,cuttingAPIcallsroughly30xversusper-recordprocessing,thenrunsdeepper-themeanalysisandcross-sourcesynthesis.
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Builtahallucinationfirewallthatvalidateseverynumberandquoteingeneratedoutputagainstsourcerecords,regeneratinganyclaimthatcannotbeverified,becauseasinglefabricatedstatisticdestroysPMtrustpermanently.
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Engineeredadeterministic,explainabletheme-scoringsystemweightedbyseverity,churnsignal,recency,andsourcereliability,sorankingsareauditableratherthananopaqueAIjudgment.
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Implementedaresilientingestionlayerwithmulti-formatparsingforCSV,XLSX,PDF,andDOCXfiles,automaticdata-typedetection,semanticdeduplicationusingembeddings,andaprogressive-disclosurepipelinethatsurfacesfirstinsightsinunder8seconds.
Wanttotalkaboutthiswork?
subhajitguchhait04@gmail.com