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Use cases
01Answer customersReply to common questions at once.02Track WhatsApp leadsKeep buyers, stages, and follow-ups current.03Send campaignsReach more customers on WhatsApp.04Automate chat workTurn chats, photos, and voice notes into work.05Track fleet tripsKeep trips, fuel, and reports current.06Track inventoryTurn challan photos into stock records.07Log expensesTurn receipt photos into expense records.08Track attendanceRecord field staff check-ins from WhatsApp.
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Use cases
Answer customersReply to common questions at once.Track WhatsApp leadsKeep buyers, stages, and follow-ups current.Send campaignsReach more customers on WhatsApp.Automate chat workTurn chats, photos, and voice notes into work.Track fleet tripsKeep trips, fuel, and reports current.Track inventoryTurn challan photos into stock records.Log expensesTurn receipt photos into expense records.Track attendanceRecord field staff check-ins from WhatsApp.
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The Price Was in the PDF

A catalogue lookup returned the right size and the wrong price. The failure began before the language model: PDF extraction had flattened the table and separated a value from its row, header, unit, and source.

Jul 28, 2026QueryGen Engineering8 min read
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Querygen field notes

Practical lessons from building automation for real customer conversations.

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Why Your AI Search Might Be Missing Obvious Answers (And How RRF Fixes It)

When your AI says 'no relevant information found' while the answer is literally in your messages, the problem isn't the AI — it's how hybrid search combines different ranking methods.

Jan 29, 20268 min read

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