Beyond the chatbot pitch
Every business leader has been pitched an AI chatbot in the last year. Most of those pitches skip the harder question: where does AI remove real work from your team's week? Chatbots get headlines. Document extraction, lead scoring, and workflow automation are where Indian businesses see ROI today.
High-ROI use cases in operations
- Document extraction from invoices, contracts, and KYC paperwork
- Lead scoring based on form responses, engagement signals, and source quality
- Automated categorisation and routing of support tickets
- Draft generation for proposals and follow-up emails that humans review before sending
- Structured data entry from unstructured inputs, vendor bills, enquiry emails, call notes
Structured tasks beat open conversation
How to pilot without overbuilding
AI pilot readiness
- Pick one repetitive workflow: Start where your team spends cognitive time reading, classifying, or drafting, not where you want a demo feature.
- Define the output destination: CRM record, database field, email draft, or ticket category. No destination means no ROI.
- Set a human review gate: Especially for customer-facing output. Measure error rate before removing the review step.
- Measure hours saved per week: Pilot on one workflow. Expand only when the numbers justify it.
Model choice matters less than integration quality for most business applications. A well-prompted workflow connected to your database beats a frontier model in a standalone chat interface every time.